#Link to YouTube Presentation: https://youtu.be/GTze_LtqRXQ

#Hello and thank you for providing the opportunity to provide my insight on this challenge that the company is facing. We will walk through the data set that was provided, look at some of the variables, build a classification model tha twill tell us the liklihood of an employee leaving, and finally, we will use linear regression to predict th monthly income of a set of employees.

#Upload data and take first look

#File Upload
work=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2-data.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)
saveRDS(work, file ="work.Rds")
readRDS(work, file ="work.Rds")
##      ID Age Attrition    BusinessTravel DailyRate             Department
## 1     1  32        No     Travel_Rarely       117                  Sales
## 2     2  40        No     Travel_Rarely      1308 Research & Development
## 3     3  35        No Travel_Frequently       200 Research & Development
## 4     4  32        No     Travel_Rarely       801                  Sales
## 5     5  24        No Travel_Frequently       567 Research & Development
## 6     6  27        No Travel_Frequently       294 Research & Development
## 7     7  41        No     Travel_Rarely      1283 Research & Development
## 8     8  37        No     Travel_Rarely       309                  Sales
## 9     9  34        No     Travel_Rarely      1333                  Sales
## 10   10  34        No Travel_Frequently       653 Research & Development
## 11   11  43        No     Travel_Rarely       823 Research & Development
## 12   12  28        No        Non-Travel       280        Human Resources
## 13   13  35        No     Travel_Rarely       950 Research & Development
## 14   14  30        No     Travel_Rarely       202                  Sales
## 15   15  46        No     Travel_Rarely       991        Human Resources
## 16   16  31        No        Non-Travel      1188                  Sales
## 17   17  32        No     Travel_Rarely       498 Research & Development
## 18   18  46        No        Non-Travel      1144 Research & Development
## 19   19  34        No     Travel_Rarely       181 Research & Development
## 20   20  44        No     Travel_Rarely       170 Research & Development
## 21   21  36        No     Travel_Rarely       913 Research & Development
## 22   22  48        No     Travel_Rarely       817                  Sales
## 23   23  43        No Travel_Frequently      1001 Research & Development
## 24   24  31        No Travel_Frequently       715                  Sales
## 25   25  33        No     Travel_Rarely      1069 Research & Development
## 26   26  44        No     Travel_Rarely      1099                  Sales
## 27   27  38        No     Travel_Rarely      1245                  Sales
## 28   28  33       Yes     Travel_Rarely       603                  Sales
## 29   29  53       Yes     Travel_Rarely      1168                  Sales
## 30   30  52        No        Non-Travel       715 Research & Development
## 31   31  32        No Travel_Frequently       689                  Sales
## 32   32  33        No     Travel_Rarely       267 Research & Development
## 33   33  46        No     Travel_Rarely       488                  Sales
## 34   34  35        No     Travel_Rarely       982 Research & Development
## 35   35  32        No     Travel_Rarely      1373 Research & Development
## 36   36  32        No Travel_Frequently      1311 Research & Development
## 37   37  35       Yes     Travel_Rarely       737                  Sales
## 38   38  36       Yes     Travel_Rarely      1456                  Sales
## 39   39  56        No     Travel_Rarely       206        Human Resources
## 40   40  31        No Travel_Frequently       793                  Sales
## 41   41  58        No        Non-Travel       350                  Sales
## 42   42  45        No     Travel_Rarely       954                  Sales
## 43   43  49        No     Travel_Rarely       464 Research & Development
## 44   44  42        No     Travel_Rarely      1059 Research & Development
## 45   45  23        No     Travel_Rarely       373 Research & Development
## 46   46  42        No Travel_Frequently       748 Research & Development
## 47   47  32       Yes     Travel_Rarely       964                  Sales
## 48   48  38        No     Travel_Rarely       770                  Sales
## 49   49  18       Yes Travel_Frequently      1306                  Sales
## 50   50  27        No        Non-Travel       691 Research & Development
## 51   51  38        No     Travel_Rarely       362 Research & Development
## 52   52  58        No     Travel_Rarely      1055 Research & Development
## 53   53  44        No     Travel_Rarely      1117 Research & Development
## 54   54  45        No        Non-Travel       805 Research & Development
## 55   55  31        No     Travel_Rarely       746 Research & Development
## 56   56  41        No     Travel_Rarely       548 Research & Development
## 57   57  42       Yes Travel_Frequently       933 Research & Development
## 58   58  29        No     Travel_Rarely      1370 Research & Development
## 59   59  37        No        Non-Travel       728 Research & Development
## 60   60  25       Yes Travel_Frequently       599                  Sales
## 61   61  36       Yes     Travel_Rarely       530                  Sales
## 62   62  36        No     Travel_Rarely       325 Research & Development
## 63   63  31        No     Travel_Rarely      1154                  Sales
## 64   64  18        No        Non-Travel      1431 Research & Development
## 65   65  24       Yes     Travel_Rarely       984 Research & Development
## 66   66  32        No     Travel_Rarely       334 Research & Development
## 67   67  35        No     Travel_Rarely      1017 Research & Development
## 68   68  23        No     Travel_Rarely       571 Research & Development
## 69   69  35        No Travel_Frequently       664 Research & Development
## 70   70  37        No     Travel_Rarely      1372 Research & Development
## 71   71  41        No     Travel_Rarely       642 Research & Development
## 72   72  28        No     Travel_Rarely       866                  Sales
## 73   73  35       Yes     Travel_Rarely       556 Research & Development
## 74   74  41        No     Travel_Rarely       167 Research & Development
## 75   75  52       Yes     Travel_Rarely      1030                  Sales
## 76   76  30        No Travel_Frequently       721 Research & Development
## 77   77  34        No     Travel_Rarely       971                  Sales
## 78   78  46        No     Travel_Rarely       563                  Sales
## 79   79  45        No        Non-Travel      1052                  Sales
## 80   80  31        No     Travel_Rarely      1276 Research & Development
## 81   81  37       Yes     Travel_Rarely      1141 Research & Development
## 82   82  35        No     Travel_Rarely      1370 Research & Development
## 83   83  38        No Travel_Frequently       508 Research & Development
## 84   84  37        No     Travel_Rarely      1319 Research & Development
## 85   85  36        No     Travel_Rarely       429 Research & Development
## 86   86  59        No     Travel_Rarely       715 Research & Development
## 87   87  47        No     Travel_Rarely       703                  Sales
## 88   88  35       Yes     Travel_Rarely       622 Research & Development
## 89   89  27        No Travel_Frequently       994                  Sales
## 90   90  46        No     Travel_Rarely       705                  Sales
## 91   91  38        No Travel_Frequently      1490 Research & Development
## 92   92  29       Yes     Travel_Rarely       408                  Sales
## 93   93  37       Yes     Travel_Rarely      1373 Research & Development
## 94   94  35        No     Travel_Rarely       670 Research & Development
## 95   95  50        No     Travel_Rarely      1452 Research & Development
## 96   96  42        No     Travel_Rarely       635                  Sales
## 97   97  46        No     Travel_Rarely       228                  Sales
## 98   98  37        No        Non-Travel      1040 Research & Development
## 99   99  29        No Travel_Frequently       410 Research & Development
## 100 100  34        No     Travel_Rarely       401 Research & Development
## 101 101  27        No     Travel_Rarely      1377 Research & Development
## 102 102  31        No     Travel_Rarely       326                  Sales
## 103 103  34        No        Non-Travel      1381                  Sales
## 104 104  23        No     Travel_Rarely       885 Research & Development
## 105 105  53        No     Travel_Rarely       447 Research & Development
## 106 106  26        No     Travel_Rarely      1384 Research & Development
## 107 107  29        No        Non-Travel      1496 Research & Development
## 108 108  55        No     Travel_Rarely       189        Human Resources
## 109 109  46       Yes     Travel_Rarely       261 Research & Development
## 110 110  32        No     Travel_Rarely       529 Research & Development
## 111 111  28        No Travel_Frequently       773 Research & Development
## 112 112  52        No     Travel_Rarely      1053 Research & Development
## 113 113  52        No     Travel_Rarely       994 Research & Development
## 114 114  35        No        Non-Travel      1225 Research & Development
## 115 115  35        No     Travel_Rarely      1361                  Sales
## 116 116  37        No        Non-Travel      1252                  Sales
## 117 117  25        No     Travel_Rarely      1356                  Sales
## 118 118  29        No     Travel_Rarely      1378 Research & Development
## 119 119  41        No     Travel_Rarely       465 Research & Development
## 120 120  34        No     Travel_Rarely       404 Research & Development
## 121 121  36        No        Non-Travel       427 Research & Development
## 122 122  21        No     Travel_Rarely       501                  Sales
## 123 123  45        No     Travel_Rarely       930                  Sales
## 124 124  38        No     Travel_Rarely       243                  Sales
## 125 125  29        No Travel_Frequently       442                  Sales
## 126 126  35        No     Travel_Rarely      1224                  Sales
## 127 127  32       Yes Travel_Frequently      1125 Research & Development
## 128 128  45        No     Travel_Rarely       556 Research & Development
## 129 129  43        No     Travel_Rarely       930 Research & Development
## 130 130  46        No     Travel_Rarely      1319                  Sales
## 131 131  29        No     Travel_Rarely       991                  Sales
## 132 132  49        No     Travel_Rarely      1313                  Sales
## 133 133  42        No Travel_Frequently      1368 Research & Development
## 134 134  39        No     Travel_Rarely       492 Research & Development
## 135 135  43        No Travel_Frequently       559 Research & Development
## 136 136  40        No Travel_Frequently       791 Research & Development
## 137 137  29       Yes     Travel_Rarely       805 Research & Development
## 138 138  54        No     Travel_Rarely      1441 Research & Development
## 139 139  39       Yes     Travel_Rarely      1122 Research & Development
## 140 140  37        No     Travel_Rarely      1189                  Sales
## 141 141  56        No     Travel_Rarely      1369 Research & Development
## 142 142  58        No     Travel_Rarely       848 Research & Development
## 143 143  46        No     Travel_Rarely       566 Research & Development
## 144 144  37        No     Travel_Rarely       228                  Sales
## 145 145  40        No     Travel_Rarely      1202 Research & Development
## 146 146  29        No        Non-Travel       746                  Sales
## 147 147  33        No     Travel_Rarely       931 Research & Development
## 148 148  33        No     Travel_Rarely      1242                  Sales
## 149 149  24        No     Travel_Rarely       477 Research & Development
## 150 150  28        No     Travel_Rarely       580 Research & Development
## 151 151  31       Yes     Travel_Rarely      1365                  Sales
## 152 152  32        No     Travel_Rarely       929                  Sales
## 153 153  32        No     Travel_Rarely       906                  Sales
## 154 154  41        No     Travel_Rarely       447 Research & Development
## 155 155  34        No     Travel_Rarely       546 Research & Development
## 156 156  30        No        Non-Travel       641                  Sales
## 157 157  40        No     Travel_Rarely       444                  Sales
## 158 158  39       Yes Travel_Frequently       203 Research & Development
## 159 159  43        No Travel_Frequently      1082 Research & Development
## 160 160  42        No Travel_Frequently       458 Research & Development
## 161 161  30        No     Travel_Rarely       852 Research & Development
## 162 162  28       Yes        Non-Travel      1366 Research & Development
## 163 163  33        No     Travel_Rarely      1216                  Sales
## 164 164  42        No     Travel_Rarely       916 Research & Development
## 165 165  35        No     Travel_Rarely      1232                  Sales
## 166 166  20       Yes     Travel_Rarely       500                  Sales
## 167 167  49        No     Travel_Rarely       301 Research & Development
## 168 168  33        No     Travel_Rarely       922 Research & Development
## 169 169  52        No     Travel_Rarely       956 Research & Development
## 170 170  29        No     Travel_Rarely      1107 Research & Development
## 171 171  30        No     Travel_Rarely       501                  Sales
## 172 172  47        No        Non-Travel      1169 Research & Development
## 173 173  46        No Travel_Frequently      1034 Research & Development
## 174 174  33        No     Travel_Rarely       536                  Sales
## 175 175  53        No     Travel_Rarely      1376                  Sales
## 176 176  21        No     Travel_Rarely       984 Research & Development
## 177 177  55       Yes     Travel_Rarely       725 Research & Development
## 178 178  26       Yes Travel_Frequently       342 Research & Development
## 179 179  32        No Travel_Frequently       967                  Sales
## 180 180  38        No     Travel_Rarely       702                  Sales
## 181 181  35        No     Travel_Rarely       819 Research & Development
## 182 182  38        No     Travel_Rarely      1009                  Sales
## 183 183  43        No Travel_Frequently       957 Research & Development
## 184 184  39        No     Travel_Rarely      1089 Research & Development
## 185 185  39        No Travel_Frequently       443 Research & Development
## 186 186  28        No     Travel_Rarely      1158 Research & Development
## 187 187  25        No Travel_Frequently       772 Research & Development
## 188 188  47        No     Travel_Rarely      1225                  Sales
## 189 189  50        No     Travel_Rarely       797 Research & Development
## 190 190  28        No        Non-Travel       120                  Sales
## 191 191  30        No     Travel_Rarely      1275 Research & Development
## 192 192  31        No Travel_Frequently      1125                  Sales
## 193 193  46        No     Travel_Rarely      1485 Research & Development
## 194 194  48        No     Travel_Rarely       163                  Sales
## 195 195  26        No     Travel_Rarely       683 Research & Development
## 196 196  51        No     Travel_Rarely       833 Research & Development
## 197 197  51        No     Travel_Rarely       432 Research & Development
## 198 198  49        No     Travel_Rarely       174                  Sales
## 199 199  44        No     Travel_Rarely       477 Research & Development
## 200 200  24        No     Travel_Rarely       823 Research & Development
## 201 201  40       Yes        Non-Travel      1479                  Sales
## 202 202  32        No     Travel_Rarely       548 Research & Development
## 203 203  32        No     Travel_Rarely       859 Research & Development
## 204 204  28       Yes     Travel_Rarely       654 Research & Development
## 205 205  32        No     Travel_Rarely      1401                  Sales
## 206 206  44        No     Travel_Rarely       661 Research & Development
## 207 207  43       Yes     Travel_Rarely      1372                  Sales
## 208 208  38       Yes     Travel_Rarely      1180 Research & Development
## 209 209  30        No     Travel_Rarely       201 Research & Development
## 210 210  41        No     Travel_Rarely       802                  Sales
## 211 211  41        No     Travel_Rarely       582 Research & Development
## 212 212  42        No     Travel_Rarely       265                  Sales
## 213 213  37        No     Travel_Rarely      1225 Research & Development
## 214 214  42        No     Travel_Rarely       932 Research & Development
## 215 215  27        No     Travel_Rarely      1115 Research & Development
## 216 216  40        No     Travel_Rarely       896 Research & Development
## 217 217  38        No     Travel_Rarely      1495 Research & Development
## 218 218  48        No Travel_Frequently       117 Research & Development
## 219 219  30        No     Travel_Rarely       438 Research & Development
## 220 220  26        No     Travel_Rarely       583 Research & Development
## 221 221  34        No     Travel_Rarely       304                  Sales
## 222 222  45       Yes Travel_Frequently       306                  Sales
## 223 223  33        No        Non-Travel       530                  Sales
## 224 224  28        No     Travel_Rarely      1423 Research & Development
## 225 225  38        No     Travel_Rarely      1206 Research & Development
## 226 226  30        No     Travel_Rarely       911 Research & Development
## 227 227  35        No     Travel_Rarely       464 Research & Development
## 228 228  22        No     Travel_Rarely      1136 Research & Development
## 229 229  24        No     Travel_Rarely      1353                  Sales
## 230 230  49        No     Travel_Rarely       465 Research & Development
## 231 231  45        No     Travel_Rarely      1329 Research & Development
## 232 232  35        No     Travel_Rarely       890                  Sales
## 233 233  47       Yes Travel_Frequently      1093                  Sales
## 234 234  54        No     Travel_Rarely      1147                  Sales
## 235 235  43        No Travel_Frequently       394                  Sales
## 236 236  37       Yes     Travel_Rarely       625                  Sales
## 237 237  42        No     Travel_Rarely       300 Research & Development
## 238 238  32        No     Travel_Rarely       646 Research & Development
## 239 239  25        No     Travel_Rarely       309        Human Resources
## 240 240  50        No     Travel_Rarely       813 Research & Development
## 241 241  42        No     Travel_Rarely       319 Research & Development
## 242 242  45        No Travel_Frequently       364 Research & Development
## 243 243  29        No     Travel_Rarely      1328 Research & Development
## 244 244  25       Yes     Travel_Rarely       383                  Sales
## 245 245  29        No     Travel_Rarely       718 Research & Development
## 246 246  29        No     Travel_Rarely      1086 Research & Development
## 247 247  31        No     Travel_Rarely      1232 Research & Development
## 248 248  32        No     Travel_Rarely       234                  Sales
## 249 249  41        No Travel_Frequently      1200 Research & Development
## 250 250  41        No     Travel_Rarely      1276                  Sales
## 251 251  33        No        Non-Travel      1313 Research & Development
## 252 252  36        No        Non-Travel      1229                  Sales
## 253 253  45        No     Travel_Rarely       252 Research & Development
## 254 254  31       Yes     Travel_Rarely       359        Human Resources
## 255 255  40        No        Non-Travel       218 Research & Development
## 256 256  43        No        Non-Travel       343 Research & Development
## 257 257  31        No Travel_Frequently       444                  Sales
## 258 258  30        No     Travel_Rarely       855                  Sales
## 259 259  34        No     Travel_Rarely      1480                  Sales
## 260 260  25        No     Travel_Rarely       977 Research & Development
## 261 261  31       Yes Travel_Frequently       703                  Sales
## 262 262  29       Yes     Travel_Rarely       224 Research & Development
## 263 263  33       Yes     Travel_Rarely       813 Research & Development
## 264 264  29        No Travel_Frequently      1404                  Sales
## 265 265  24        No     Travel_Rarely      1127 Research & Development
## 266 266  35        No     Travel_Rarely       809 Research & Development
## 267 267  34        No Travel_Frequently       829 Research & Development
## 268 268  32       Yes     Travel_Rarely      1259 Research & Development
## 269 269  33        No Travel_Frequently      1303 Research & Development
## 270 270  30        No     Travel_Rarely      1176 Research & Development
## 271 271  45        No        Non-Travel       589                  Sales
## 272 272  34        No     Travel_Rarely      1130 Research & Development
## 273 273  27        No     Travel_Rarely       728                  Sales
## 274 274  36        No     Travel_Rarely       329                  Sales
## 275 275  55        No     Travel_Rarely       692 Research & Development
## 276 276  56        No     Travel_Rarely       718 Research & Development
## 277 277  22        No     Travel_Rarely       253 Research & Development
## 278 278  43        No Travel_Frequently       185 Research & Development
## 279 279  25       Yes     Travel_Rarely       240                  Sales
## 280 280  55        No     Travel_Rarely      1229 Research & Development
## 281 281  43        No     Travel_Rarely      1179                  Sales
## 282 282  41        No     Travel_Rarely       263 Research & Development
## 283 283  40        No     Travel_Rarely      1194 Research & Development
## 284 284  31        No     Travel_Rarely       691                  Sales
## 285 285  38        No     Travel_Rarely       433        Human Resources
## 286 286  33        No     Travel_Rarely       589 Research & Development
## 287 287  22       Yes     Travel_Rarely       391 Research & Development
## 288 288  34        No     Travel_Rarely      1346 Research & Development
## 289 289  36        No Travel_Frequently      1467                  Sales
## 290 290  35        No     Travel_Rarely       384                  Sales
## 291 291  45        No     Travel_Rarely       974 Research & Development
## 292 292  36        No        Non-Travel      1105 Research & Development
## 293 293  27        No     Travel_Rarely       894 Research & Development
## 294 294  47        No        Non-Travel      1162 Research & Development
## 295 295  40        No     Travel_Rarely       898        Human Resources
## 296 296  35        No     Travel_Rarely      1490 Research & Development
## 297 297  34        No Travel_Frequently      1069 Research & Development
## 298 298  34       Yes Travel_Frequently       658 Research & Development
## 299 299  31       Yes        Non-Travel       335 Research & Development
## 300 300  28       Yes     Travel_Rarely      1157 Research & Development
## 301 301  32        No Travel_Frequently       379                  Sales
## 302 302  35        No Travel_Frequently       853                  Sales
## 303 303  55        No     Travel_Rarely      1441 Research & Development
## 304 304  35        No     Travel_Rarely      1395 Research & Development
## 305 305  58       Yes     Travel_Rarely       289 Research & Development
## 306 306  24        No        Non-Travel      1269 Research & Development
## 307 307  50        No     Travel_Rarely       804 Research & Development
## 308 308  34        No        Non-Travel       697 Research & Development
## 309 309  55        No Travel_Frequently       135 Research & Development
## 310 310  25        No     Travel_Rarely       810                  Sales
## 311 311  34        No     Travel_Rarely      1351 Research & Development
## 312 312  40        No     Travel_Rarely       302 Research & Development
## 313 313  31       Yes Travel_Frequently       561 Research & Development
## 314 314  51        No     Travel_Rarely      1169 Research & Development
## 315 315  60        No     Travel_Rarely      1179                  Sales
## 316 316  47        No     Travel_Rarely       955                  Sales
## 317 317  34        No Travel_Frequently       303                  Sales
## 318 318  24        No     Travel_Rarely       771 Research & Development
## 319 319  39        No     Travel_Rarely      1498                  Sales
## 320 320  19        No     Travel_Rarely       265 Research & Development
## 321 321  32        No        Non-Travel      1184 Research & Development
## 322 322  34        No     Travel_Rarely      1397 Research & Development
## 323 323  30        No Travel_Frequently      1012 Research & Development
## 324 324  46        No     Travel_Rarely      1003 Research & Development
## 325 325  39        No     Travel_Rarely       466 Research & Development
## 326 326  27        No     Travel_Rarely       618 Research & Development
## 327 327  44        No     Travel_Rarely      1313 Research & Development
## 328 328  42        No     Travel_Rarely       557 Research & Development
## 329 329  38        No Travel_Frequently      1394 Research & Development
## 330 330  42        No     Travel_Rarely      1147        Human Resources
## 331 331  49        No     Travel_Rarely       809 Research & Development
## 332 332  32       Yes     Travel_Rarely      1045                  Sales
## 333 333  44       Yes Travel_Frequently       429 Research & Development
## 334 334  27        No     Travel_Rarely       608 Research & Development
## 335 335  59        No        Non-Travel      1420        Human Resources
## 336 336  33       Yes Travel_Frequently       827 Research & Development
## 337 337  35        No Travel_Frequently      1182                  Sales
## 338 338  34        No Travel_Frequently       618 Research & Development
## 339 339  50       Yes Travel_Frequently       959                  Sales
## 340 340  27        No     Travel_Rarely      1240 Research & Development
## 341 341  36        No     Travel_Rarely       852 Research & Development
## 342 342  28        No Travel_Frequently       193 Research & Development
## 343 343  33        No     Travel_Rarely       654 Research & Development
## 344 344  30        No Travel_Frequently       160 Research & Development
## 345 345  30        No     Travel_Rarely      1329                  Sales
## 346 346  39        No     Travel_Rarely       119                  Sales
## 347 347  34        No Travel_Frequently      1003 Research & Development
## 348 348  26        No Travel_Frequently      1479 Research & Development
## 349 349  44        No        Non-Travel       111 Research & Development
## 350 350  56        No     Travel_Rarely       832 Research & Development
## 351 351  42        No     Travel_Rarely      1396 Research & Development
## 352 352  31        No     Travel_Rarely       218                  Sales
## 353 353  40        No Travel_Frequently       902 Research & Development
## 354 354  40        No        Non-Travel      1142 Research & Development
## 355 355  41        No     Travel_Rarely       796                  Sales
## 356 356  34        No     Travel_Rarely      1326                  Sales
## 357 357  26        No     Travel_Rarely       841 Research & Development
## 358 358  29       Yes     Travel_Rarely       408 Research & Development
## 359 359  32        No     Travel_Rarely       427 Research & Development
## 360 360  36        No     Travel_Rarely      1403 Research & Development
## 361 361  52        No     Travel_Rarely       699 Research & Development
## 362 362  29       Yes Travel_Frequently       746                  Sales
## 363 363  52       Yes     Travel_Rarely       266                  Sales
## 364 364  40        No     Travel_Rarely      1416 Research & Development
## 365 365  55        No     Travel_Rarely       282 Research & Development
## 366 366  56        No Travel_Frequently       906                  Sales
## 367 367  34        No Travel_Frequently       135 Research & Development
## 368 368  40        No     Travel_Rarely      1342                  Sales
## 369 369  23        No     Travel_Rarely       977 Research & Development
## 370 370  32        No     Travel_Rarely      1018 Research & Development
## 371 371  31        No Travel_Frequently       853 Research & Development
## 372 372  30        No        Non-Travel      1398                  Sales
## 373 373  45        No Travel_Frequently      1249 Research & Development
## 374 374  37        No     Travel_Rarely      1470 Research & Development
## 375 375  20        No     Travel_Rarely       727                  Sales
## 376 376  50        No Travel_Frequently       333 Research & Development
## 377 377  36       Yes     Travel_Rarely       885 Research & Development
## 378 378  42        No     Travel_Rarely       419                  Sales
## 379 379  29        No     Travel_Rarely       942 Research & Development
## 380 380  30       Yes     Travel_Rarely       138 Research & Development
## 381 381  47        No     Travel_Rarely      1482 Research & Development
## 382 382  26        No     Travel_Rarely      1355        Human Resources
## 383 383  48        No     Travel_Rarely      1221                  Sales
## 384 384  23        No     Travel_Rarely       541                  Sales
## 385 385  51       Yes     Travel_Rarely      1323 Research & Development
## 386 386  38        No     Travel_Rarely      1333 Research & Development
## 387 387  35        No Travel_Frequently       944                  Sales
## 388 388  29        No     Travel_Rarely       232 Research & Development
## 389 389  36        No     Travel_Rarely       530                  Sales
## 390 390  21       Yes Travel_Frequently       756                  Sales
## 391 391  34        No     Travel_Rarely      1111                  Sales
## 392 392  26        No     Travel_Rarely      1443                  Sales
## 393 393  31        No        Non-Travel       976 Research & Development
## 394 394  60        No Travel_Frequently      1499                  Sales
## 395 395  42        No Travel_Frequently      1271 Research & Development
## 396 396  31        No     Travel_Rarely       192 Research & Development
## 397 397  46        No     Travel_Rarely      1009 Research & Development
## 398 398  34       Yes     Travel_Rarely      1107        Human Resources
## 399 399  56        No        Non-Travel       667 Research & Development
## 400 400  44        No Travel_Frequently      1193 Research & Development
## 401 401  30        No     Travel_Rarely       317 Research & Development
## 402 402  42        No        Non-Travel       926 Research & Development
## 403 403  47        No     Travel_Rarely       207 Research & Development
## 404 404  36        No     Travel_Rarely       711 Research & Development
## 405 405  35        No     Travel_Rarely      1343 Research & Development
## 406 406  43        No     Travel_Rarely       782 Research & Development
## 407 407  31        No     Travel_Rarely       196                  Sales
## 408 408  36        No     Travel_Rarely       917 Research & Development
## 409 409  53        No     Travel_Rarely      1219                  Sales
## 410 410  43        No     Travel_Rarely       589 Research & Development
## 411 411  36        No     Travel_Rarely      1278        Human Resources
## 412 412  41        No     Travel_Rarely       918                  Sales
## 413 413  37        No     Travel_Rarely       408 Research & Development
## 414 414  32        No Travel_Frequently      1318                  Sales
## 415 415  34       Yes Travel_Frequently       296                  Sales
## 416 416  35        No        Non-Travel      1180 Research & Development
## 417 417  30        No        Non-Travel      1116 Research & Development
## 418 418  36        No Travel_Frequently       566 Research & Development
## 419 419  37        No     Travel_Rarely       977 Research & Development
## 420 420  29        No     Travel_Rarely       986 Research & Development
## 421 421  34        No     Travel_Rarely      1153 Research & Development
## 422 422  37        No        Non-Travel      1063 Research & Development
## 423 423  31       Yes     Travel_Rarely       249                  Sales
## 424 424  18        No        Non-Travel      1124 Research & Development
## 425 425  28        No     Travel_Rarely       736                  Sales
## 426 426  43        No     Travel_Rarely       415                  Sales
## 427 427  30        No        Non-Travel       990 Research & Development
## 428 428  21        No     Travel_Rarely       996 Research & Development
## 429 429  32       Yes     Travel_Rarely       515 Research & Development
## 430 430  34        No     Travel_Rarely       470 Research & Development
## 431 431  27        No     Travel_Rarely      1377                  Sales
## 432 432  40        No        Non-Travel       458 Research & Development
## 433 433  49       Yes Travel_Frequently      1475 Research & Development
## 434 434  29        No     Travel_Rarely       590 Research & Development
## 435 435  40        No     Travel_Rarely       658                  Sales
## 436 436  27        No     Travel_Rarely      1130                  Sales
## 437 437  28       Yes     Travel_Rarely       890 Research & Development
## 438 438  26        No     Travel_Rarely       157 Research & Development
## 439 439  50       Yes     Travel_Rarely       869                  Sales
## 440 440  38        No     Travel_Rarely       827 Research & Development
## 441 441  32        No Travel_Frequently      1316 Research & Development
## 442 442  29        No     Travel_Rarely      1082 Research & Development
## 443 443  28       Yes     Travel_Rarely       529 Research & Development
## 444 444  44        No     Travel_Rarely       528        Human Resources
## 445 445  46        No     Travel_Rarely       734 Research & Development
## 446 446  47        No     Travel_Rarely       465 Research & Development
## 447 447  38        No Travel_Frequently      1189 Research & Development
## 448 448  42        No     Travel_Rarely      1128 Research & Development
## 449 449  38        No Travel_Frequently       653 Research & Development
## 450 450  45        No        Non-Travel       336                  Sales
## 451 451  33        No     Travel_Rarely       501 Research & Development
## 452 452  44        No     Travel_Rarely      1467 Research & Development
## 453 453  35       Yes     Travel_Rarely       303                  Sales
## 454 454  33        No     Travel_Rarely       217                  Sales
## 455 455  48        No     Travel_Rarely      1236 Research & Development
## 456 456  40        No     Travel_Rarely       611                  Sales
## 457 457  31        No     Travel_Rarely      1112                  Sales
## 458 458  51        No     Travel_Rarely       632                  Sales
## 459 459  56        No     Travel_Rarely      1255 Research & Development
## 460 460  36        No     Travel_Rarely       172 Research & Development
## 461 461  42        No Travel_Frequently      1474 Research & Development
## 462 462  36        No     Travel_Rarely       311 Research & Development
## 463 463  50        No Travel_Frequently       809                  Sales
## 464 464  31        No Travel_Frequently       163 Research & Development
## 465 465  43       Yes Travel_Frequently       807 Research & Development
## 466 466  38        No     Travel_Rarely       371 Research & Development
## 467 467  36        No     Travel_Rarely      1157                  Sales
## 468 468  36        No     Travel_Rarely       132 Research & Development
## 469 469  26       Yes        Non-Travel       265                  Sales
## 470 470  53        No     Travel_Rarely      1084 Research & Development
## 471 471  27        No     Travel_Rarely      1354 Research & Development
## 472 472  29       Yes Travel_Frequently       459 Research & Development
## 473 473  45        No     Travel_Rarely       193 Research & Development
## 474 474  45        No     Travel_Rarely      1316 Research & Development
## 475 475  28        No     Travel_Rarely       895 Research & Development
## 476 476  46        No Travel_Frequently      1211                  Sales
## 477 477  37        No     Travel_Rarely       342                  Sales
## 478 478  26        No     Travel_Rarely       775                  Sales
## 479 479  52        No     Travel_Rarely       258 Research & Development
## 480 480  37        No     Travel_Rarely       161 Research & Development
## 481 481  29        No     Travel_Rarely       136 Research & Development
## 482 482  31        No     Travel_Rarely      1222 Research & Development
## 483 483  34        No Travel_Frequently       735 Research & Development
## 484 484  56        No     Travel_Rarely       713 Research & Development
## 485 485  58       Yes     Travel_Rarely       147 Research & Development
## 486 486  41       Yes     Travel_Rarely      1102                  Sales
## 487 487  30       Yes     Travel_Rarely       945                  Sales
## 488 488  31        No     Travel_Rarely       670 Research & Development
## 489 489  48       Yes     Travel_Rarely       626 Research & Development
## 490 490  34        No     Travel_Rarely       970 Research & Development
## 491 491  49        No Travel_Frequently       636 Research & Development
## 492 492  50        No     Travel_Rarely      1322 Research & Development
## 493 493  29        No     Travel_Rarely       469                  Sales
## 494 494  35        No     Travel_Rarely      1029 Research & Development
## 495 495  36        No     Travel_Rarely      1266                  Sales
## 496 496  51        No     Travel_Rarely      1318                  Sales
## 497 497  45        No     Travel_Rarely       192 Research & Development
## 498 498  37        No Travel_Frequently       889 Research & Development
## 499 499  36        No     Travel_Rarely      1299 Research & Development
## 500 500  39        No        Non-Travel      1251                  Sales
## 501 501  58       Yes     Travel_Rarely       601 Research & Development
## 502 502  28       Yes     Travel_Rarely       103 Research & Development
## 503 503  48       Yes Travel_Frequently       708                  Sales
## 504 504  29        No     Travel_Rarely      1389 Research & Development
## 505 505  47        No     Travel_Rarely       359 Research & Development
## 506 506  32        No     Travel_Rarely       824 Research & Development
## 507 507  33       Yes     Travel_Rarely       350                  Sales
## 508 508  51        No Travel_Frequently       541                  Sales
## 509 509  37        No Travel_Frequently       319                  Sales
## 510 510  41       Yes     Travel_Rarely      1360 Research & Development
## 511 511  38        No     Travel_Rarely       345                  Sales
## 512 512  39        No        Non-Travel      1485 Research & Development
## 513 513  32        No Travel_Frequently       585 Research & Development
## 514 514  33        No Travel_Frequently       515 Research & Development
## 515 515  21        No        Non-Travel       895                  Sales
## 516 516  51        No     Travel_Rarely      1302 Research & Development
## 517 517  25       Yes     Travel_Rarely       867                  Sales
## 518 518  42        No     Travel_Rarely       855 Research & Development
## 519 519  30        No     Travel_Rarely      1138 Research & Development
## 520 520  56       Yes     Travel_Rarely      1162 Research & Development
## 521 521  34        No Travel_Frequently       702 Research & Development
## 522 522  28       Yes     Travel_Rarely       329 Research & Development
## 523 523  45        No     Travel_Rarely      1339 Research & Development
## 524 524  49        No     Travel_Rarely      1245 Research & Development
## 525 525  59        No     Travel_Rarely       142 Research & Development
## 526 526  53        No Travel_Frequently       124                  Sales
## 527 527  45        No     Travel_Rarely      1268                  Sales
## 528 528  31        No     Travel_Rarely      1332 Research & Development
## 529 529  35        No     Travel_Rarely      1214 Research & Development
## 530 530  56       Yes     Travel_Rarely       441 Research & Development
## 531 531  38        No     Travel_Rarely       330 Research & Development
## 532 532  36        No     Travel_Rarely       884                  Sales
## 533 533  29        No     Travel_Rarely      1252 Research & Development
## 534 534  32        No        Non-Travel      1146 Research & Development
## 535 535  29       Yes     Travel_Rarely       318 Research & Development
## 536 536  43        No        Non-Travel      1344 Research & Development
## 537 537  38        No     Travel_Rarely       130                  Sales
## 538 538  42        No     Travel_Rarely       544        Human Resources
## 539 539  24       Yes     Travel_Rarely      1448                  Sales
## 540 540  42        No     Travel_Rarely       647                  Sales
## 541 541  30        No     Travel_Rarely       853 Research & Development
## 542 542  33        No     Travel_Rarely       867 Research & Development
## 543 543  27        No        Non-Travel      1450 Research & Development
## 544 544  38        No     Travel_Rarely      1261 Research & Development
## 545 545  34        No     Travel_Rarely       121 Research & Development
## 546 546  34        No     Travel_Rarely       678 Research & Development
## 547 547  49        No     Travel_Rarely       527 Research & Development
## 548 548  40        No Travel_Frequently       720 Research & Development
## 549 549  38        No     Travel_Rarely       849 Research & Development
## 550 550  45        No     Travel_Rarely       788        Human Resources
## 551 551  41        No     Travel_Rarely       314        Human Resources
## 552 552  28        No     Travel_Rarely      1169        Human Resources
## 553 553  36        No Travel_Frequently      1213        Human Resources
## 554 554  48        No     Travel_Rarely      1469 Research & Development
## 555 555  40        No        Non-Travel      1151 Research & Development
## 556 556  37        No     Travel_Rarely       558                  Sales
## 557 557  54        No     Travel_Rarely       548 Research & Development
## 558 558  34        No     Travel_Rarely       254 Research & Development
## 559 559  42        No     Travel_Rarely       933 Research & Development
## 560 560  26        No     Travel_Rarely       933                  Sales
## 561 561  36        No Travel_Frequently      1480 Research & Development
## 562 562  58        No Travel_Frequently      1216 Research & Development
## 563 563  27        No     Travel_Rarely      1134 Research & Development
## 564 564  31        No        Non-Travel       697 Research & Development
## 565 565  30        No     Travel_Rarely       921 Research & Development
## 566 566  44        No     Travel_Rarely      1037 Research & Development
## 567 567  32        No     Travel_Rarely       128 Research & Development
## 568 568  30       Yes     Travel_Rarely       740                  Sales
## 569 569  42        No     Travel_Rarely       462                  Sales
## 570 570  50        No     Travel_Rarely       939 Research & Development
## 571 571  41        No     Travel_Rarely       337                  Sales
## 572 572  21       Yes     Travel_Rarely      1427 Research & Development
## 573 573  28        No Travel_Frequently       783                  Sales
## 574 574  34        No     Travel_Rarely       810                  Sales
## 575 575  26        No     Travel_Rarely       703                  Sales
## 576 576  37        No     Travel_Rarely      1115 Research & Development
## 577 577  38        No     Travel_Rarely      1404                  Sales
## 578 578  44        No        Non-Travel       981 Research & Development
## 579 579  39        No Travel_Frequently       711 Research & Development
## 580 580  29        No     Travel_Rarely      1329 Research & Development
## 581 581  25        No     Travel_Rarely       882 Research & Development
## 582 582  42        No     Travel_Rarely       810 Research & Development
## 583 583  38        No     Travel_Rarely       833 Research & Development
## 584 584  28        No     Travel_Rarely       760                  Sales
## 585 585  44        No     Travel_Rarely      1459 Research & Development
## 586 586  40        No     Travel_Rarely       905 Research & Development
## 587 587  38        No        Non-Travel       573 Research & Development
## 588 588  36       Yes     Travel_Rarely      1218                  Sales
## 589 589  37        No     Travel_Rarely      1462 Research & Development
## 590 590  35        No     Travel_Rarely      1142 Research & Development
## 591 591  22        No        Non-Travel       457 Research & Development
## 592 592  34       Yes     Travel_Rarely       790                  Sales
## 593 593  28       Yes Travel_Frequently      1496                  Sales
## 594 594  49        No     Travel_Rarely       722 Research & Development
## 595 595  40        No     Travel_Rarely       884 Research & Development
## 596 596  33        No     Travel_Rarely       586                  Sales
## 597 597  35        No     Travel_Rarely       672 Research & Development
## 598 598  40        No     Travel_Rarely       555 Research & Development
## 599 599  27        No     Travel_Rarely       155 Research & Development
## 600 600  24       Yes     Travel_Rarely       813 Research & Development
## 601 601  24        No        Non-Travel       830                  Sales
## 602 602  32        No        Non-Travel      1200 Research & Development
## 603 603  30        No     Travel_Rarely       153 Research & Development
## 604 604  29        No     Travel_Rarely      1401 Research & Development
## 605 605  29       Yes     Travel_Rarely       428                  Sales
## 606 606  53        No     Travel_Rarely       970 Research & Development
## 607 607  59        No Travel_Frequently      1225                  Sales
## 608 608  38        No     Travel_Rarely       322                  Sales
## 609 609  26        No     Travel_Rarely       652 Research & Development
## 610 610  33        No        Non-Travel      1038                  Sales
## 611 611  35        No     Travel_Rarely       817 Research & Development
## 612 612  41        No        Non-Travel       509 Research & Development
## 613 613  33       Yes     Travel_Rarely       465 Research & Development
## 614 614  19       Yes     Travel_Rarely       419                  Sales
## 615 615  30        No     Travel_Rarely       231                  Sales
## 616 616  34        No     Travel_Rarely      1157 Research & Development
## 617 617  33        No     Travel_Rarely      1099 Research & Development
## 618 618  44        No     Travel_Rarely      1488                  Sales
## 619 619  39        No     Travel_Rarely       613 Research & Development
## 620 620  35        No        Non-Travel       727 Research & Development
## 621 621  20       Yes Travel_Frequently       871 Research & Development
## 622 622  47        No Travel_Frequently      1379 Research & Development
## 623 623  34        No     Travel_Rarely       182 Research & Development
## 624 624  35        No     Travel_Rarely      1146        Human Resources
## 625 625  28       Yes Travel_Frequently       289 Research & Development
## 626 626  27        No     Travel_Rarely      1167 Research & Development
## 627 627  24        No     Travel_Rarely      1476                  Sales
## 628 628  38        No     Travel_Rarely       343 Research & Development
## 629 629  55        No Travel_Frequently      1091 Research & Development
## 630 630  34        No     Travel_Rarely      1442 Research & Development
## 631 631  55        No     Travel_Rarely       836 Research & Development
## 632 632  34        No     Travel_Rarely       937                  Sales
## 633 633  38        No     Travel_Rarely      1035                  Sales
## 634 634  36        No     Travel_Rarely       922 Research & Development
## 635 635  43        No     Travel_Rarely      1001 Research & Development
## 636 636  35        No Travel_Frequently       636 Research & Development
## 637 637  42        No     Travel_Rarely       469 Research & Development
## 638 638  34        No     Travel_Rarely      1239                  Sales
## 639 639  24        No     Travel_Rarely       691 Research & Development
## 640 640  27       Yes     Travel_Rarely      1420                  Sales
## 641 641  30        No     Travel_Rarely      1358 Research & Development
## 642 642  40        No     Travel_Rarely       750 Research & Development
## 643 643  55        No        Non-Travel       444 Research & Development
## 644 644  34       Yes        Non-Travel       967 Research & Development
## 645 645  41       Yes        Non-Travel       906 Research & Development
## 646 646  40        No     Travel_Rarely       630                  Sales
## 647 647  18       Yes        Non-Travel       247 Research & Development
## 648 648  26        No     Travel_Rarely       390 Research & Development
## 649 649  35        No     Travel_Rarely       776                  Sales
## 650 650  40       Yes     Travel_Rarely      1329 Research & Development
## 651 651  35        No     Travel_Rarely       992 Research & Development
## 652 652  60        No     Travel_Rarely       696                  Sales
## 653 653  40        No Travel_Frequently       593 Research & Development
## 654 654  48        No     Travel_Rarely       530                  Sales
## 655 655  22       Yes Travel_Frequently      1368 Research & Development
## 656 656  26        No Travel_Frequently       496 Research & Development
## 657 657  51        No     Travel_Rarely      1469 Research & Development
## 658 658  54        No Travel_Frequently      1050 Research & Development
## 659 659  41        No     Travel_Rarely       483 Research & Development
## 660 660  36        No Travel_Frequently      1195 Research & Development
## 661 661  32        No Travel_Frequently       430 Research & Development
## 662 662  34        No     Travel_Rarely      1303 Research & Development
## 663 663  46        No     Travel_Rarely      1277                  Sales
## 664 664  35        No     Travel_Rarely       802 Research & Development
## 665 665  34        No        Non-Travel      1065                  Sales
## 666 666  29        No Travel_Frequently       461 Research & Development
## 667 667  29        No Travel_Frequently      1413                  Sales
## 668 668  33       Yes     Travel_Rarely       587 Research & Development
## 669 669  32       Yes     Travel_Rarely      1089 Research & Development
## 670 670  54        No     Travel_Rarely       685 Research & Development
## 671 671  37        No     Travel_Rarely       397 Research & Development
## 672 672  33        No     Travel_Rarely       392                  Sales
## 673 673  28        No Travel_Frequently       467                  Sales
## 674 674  35       Yes Travel_Frequently       130 Research & Development
## 675 675  27        No     Travel_Rarely       486 Research & Development
## 676 676  46        No     Travel_Rarely       168                  Sales
## 677 677  36        No     Travel_Rarely       676 Research & Development
## 678 678  40        No Travel_Frequently       692 Research & Development
## 679 679  36        No Travel_Frequently       688 Research & Development
## 680 680  31        No     Travel_Rarely       154                  Sales
## 681 681  25        No     Travel_Rarely       583                  Sales
## 682 682  43        No Travel_Frequently       313 Research & Development
## 683 683  36        No     Travel_Rarely      1351 Research & Development
## 684 684  57        No     Travel_Rarely       334 Research & Development
## 685 685  28        No     Travel_Rarely       440 Research & Development
## 686 686  31        No     Travel_Rarely      1274 Research & Development
## 687 687  29       Yes Travel_Frequently       337 Research & Development
## 688 688  33        No     Travel_Rarely       147 Research & Development
## 689 689  19       Yes     Travel_Rarely       303 Research & Development
## 690 690  38        No        Non-Travel      1336        Human Resources
## 691 691  38        No Travel_Frequently       888        Human Resources
## 692 692  47       Yes        Non-Travel       666 Research & Development
## 693 693  42        No     Travel_Rarely      1332 Research & Development
## 694 694  30       Yes Travel_Frequently       464 Research & Development
## 695 695  37        No Travel_Frequently      1278                  Sales
## 696 696  47        No     Travel_Rarely      1454                  Sales
## 697 697  48        No Travel_Frequently       365 Research & Development
## 698 698  36        No     Travel_Rarely      1396 Research & Development
## 699 699  18       Yes Travel_Frequently       544                  Sales
## 700 700  46        No     Travel_Rarely      1450 Research & Development
## 701 701  29        No     Travel_Rarely       352        Human Resources
## 702 702  34        No     Travel_Rarely      1400                  Sales
## 703 703  35        No        Non-Travel      1212                  Sales
## 704 704  26       Yes     Travel_Rarely       920        Human Resources
## 705 705  59        No     Travel_Rarely       818        Human Resources
## 706 706  41        No        Non-Travel       267                  Sales
## 707 707  54        No     Travel_Rarely       431 Research & Development
## 708 708  31        No     Travel_Rarely      1398        Human Resources
## 709 709  38        No     Travel_Rarely      1153 Research & Development
## 710 710  50        No        Non-Travel       881 Research & Development
## 711 711  30        No     Travel_Rarely       634 Research & Development
## 712 712  57        No     Travel_Rarely       210                  Sales
## 713 713  48        No     Travel_Rarely       969 Research & Development
## 714 714  36        No Travel_Frequently       541                  Sales
## 715 715  36        No        Non-Travel      1434                  Sales
## 716 716  24       Yes     Travel_Rarely       240        Human Resources
## 717 717  30        No     Travel_Rarely       852                  Sales
## 718 718  28        No     Travel_Rarely       857 Research & Development
## 719 719  35       Yes Travel_Frequently       880                  Sales
## 720 720  28        No     Travel_Rarely       950 Research & Development
## 721 721  37        No     Travel_Rarely       482 Research & Development
## 722 722  37        No     Travel_Rarely       671 Research & Development
## 723 723  34        No Travel_Frequently       560 Research & Development
## 724 724  36        No     Travel_Rarely       796 Research & Development
## 725 725  42        No     Travel_Rarely      1142 Research & Development
## 726 726  25        No     Travel_Rarely       685 Research & Development
## 727 727  37        No Travel_Frequently      1231                  Sales
## 728 728  34        No Travel_Frequently       878 Research & Development
## 729 729  26       Yes     Travel_Rarely       471 Research & Development
## 730 730  22        No     Travel_Rarely       594 Research & Development
## 731 731  43        No     Travel_Rarely       177 Research & Development
## 732 732  39       Yes     Travel_Rarely      1162                  Sales
## 733 733  27       Yes Travel_Frequently      1337        Human Resources
## 734 734  32       Yes        Non-Travel      1474                  Sales
## 735 735  34        No     Travel_Rarely       479 Research & Development
## 736 736  27        No     Travel_Rarely       511                  Sales
## 737 737  39        No     Travel_Rarely       722                  Sales
## 738 738  59        No     Travel_Rarely       326                  Sales
## 739 739  35        No     Travel_Rarely      1219                  Sales
## 740 740  35        No     Travel_Rarely       538 Research & Development
## 741 741  25        No     Travel_Rarely       959                  Sales
## 742 742  31        No     Travel_Rarely       688                  Sales
## 743 743  37        No     Travel_Rarely       674 Research & Development
## 744 744  23        No     Travel_Rarely       160 Research & Development
## 745 745  25        No     Travel_Rarely      1382                  Sales
## 746 746  24        No     Travel_Rarely       350 Research & Development
## 747 747  29       Yes     Travel_Rarely       350        Human Resources
## 748 748  34        No Travel_Frequently       669 Research & Development
## 749 749  24        No     Travel_Rarely       506 Research & Development
## 750 750  33        No     Travel_Rarely       134 Research & Development
## 751 751  20       Yes Travel_Frequently       769                  Sales
## 752 752  31       Yes Travel_Frequently      1060                  Sales
## 753 753  50        No Travel_Frequently      1234 Research & Development
## 754 754  46       Yes     Travel_Rarely      1254                  Sales
## 755 755  54        No     Travel_Rarely      1217 Research & Development
## 756 756  44        No        Non-Travel       381 Research & Development
## 757 757  35        No     Travel_Rarely      1137 Research & Development
## 758 758  49        No     Travel_Rarely      1495 Research & Development
## 759 759  38        No     Travel_Rarely      1495 Research & Development
## 760 760  45       Yes     Travel_Rarely      1449                  Sales
## 761 761  29       Yes     Travel_Rarely       906 Research & Development
## 762 762  47        No     Travel_Rarely       202 Research & Development
## 763 763  41        No        Non-Travel       256                  Sales
## 764 764  50        No        Non-Travel       145                  Sales
## 765 765  34        No     Travel_Rarely       829        Human Resources
## 766 766  45        No     Travel_Rarely      1015 Research & Development
## 767 767  41        No     Travel_Rarely       509 Research & Development
## 768 768  40        No        Non-Travel      1094                  Sales
## 769 769  46        No     Travel_Rarely       150 Research & Development
## 770 770  45        No        Non-Travel      1050                  Sales
## 771 771  33        No Travel_Frequently       508                  Sales
## 772 772  46        No     Travel_Rarely       526                  Sales
## 773 773  39        No Travel_Frequently       505 Research & Development
## 774 774  36       Yes     Travel_Rarely       318 Research & Development
## 775 775  42        No Travel_Frequently       288 Research & Development
## 776 776  23        No     Travel_Rarely       310 Research & Development
## 777 777  30        No     Travel_Rarely       330        Human Resources
## 778 778  32        No        Non-Travel       862                  Sales
## 779 779  26        No        Non-Travel       786 Research & Development
## 780 780  29       Yes     Travel_Rarely      1092 Research & Development
## 781 781  41       Yes     Travel_Rarely      1356                  Sales
## 782 782  39        No     Travel_Rarely       408 Research & Development
## 783 783  33        No     Travel_Rarely      1075        Human Resources
## 784 784  33        No Travel_Frequently      1146                  Sales
## 785 785  47        No        Non-Travel       543                  Sales
## 786 786  31        No     Travel_Rarely       182 Research & Development
## 787 787  51        No     Travel_Rarely       942 Research & Development
## 788 788  52       Yes     Travel_Rarely       723 Research & Development
## 789 789  55        No     Travel_Rarely       478 Research & Development
## 790 790  25        No     Travel_Rarely       266 Research & Development
## 791 791  49        No     Travel_Rarely       271 Research & Development
## 792 792  34        No     Travel_Rarely       629 Research & Development
## 793 793  38        No     Travel_Rarely       397 Research & Development
## 794 794  36        No     Travel_Rarely      1223 Research & Development
## 795 795  49        No        Non-Travel      1002 Research & Development
## 796 796  33       Yes Travel_Frequently      1076 Research & Development
## 797 797  45        No     Travel_Rarely      1385 Research & Development
## 798 798  22       Yes     Travel_Rarely      1294 Research & Development
## 799 799  19       Yes        Non-Travel       504 Research & Development
## 800 800  36        No     Travel_Rarely      1040 Research & Development
## 801 801  33        No Travel_Frequently      1141                  Sales
## 802 802  31        No     Travel_Rarely       828                  Sales
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## 2                2        5         Research Director               3
## 3                3        3    Manufacturing Director               4
## 4                3        3           Sales Executive               4
## 5                3        1        Research Scientist               4
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## 10               2        2 Healthcare Representative               3
## 11               2        5                   Manager               3
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## 14               3        1      Sales Representative               2
## 15               3        1           Human Resources               1
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## 17               3        2    Manufacturing Director               1
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## 19               4        1        Research Scientist               4
## 20               4        2 Healthcare Representative               1
## 21               2        2    Manufacturing Director               2
## 22               4        2           Sales Executive               2
## 23               3        2     Laboratory Technician               3
## 24               3        2           Sales Executive               1
## 25               2        2 Healthcare Representative               4
## 26               3        5                   Manager               2
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## 28               3        2           Sales Executive               1
## 29               3        3           Sales Executive               1
## 30               3        1        Research Scientist               4
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## 32               4        1     Laboratory Technician               2
## 33               1        4                   Manager               2
## 34               2        1     Laboratory Technician               3
## 35               2        2    Manufacturing Director               4
## 36               4        1     Laboratory Technician               2
## 37               2        3           Sales Executive               1
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## 39               3        5                   Manager               2
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## 44               2        5                   Manager               4
## 45               3        1        Research Scientist               3
## 46               3        1     Laboratory Technician               4
## 47               1        2           Sales Executive               2
## 48               2        3           Sales Executive               3
## 49               3        1      Sales Representative               2
## 50               3        1        Research Scientist               2
## 51               3        1        Research Scientist               1
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## 54               3        2     Laboratory Technician               2
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## 62               3        3 Healthcare Representative               3
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## 65               3        1     Laboratory Technician               2
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## 69               3        1        Research Scientist               1
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## 72               3        2           Sales Executive               1
## 73               2        2    Manufacturing Director               3
## 74               3        1     Laboratory Technician               4
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## 669              3        2     Laboratory Technician               3
## 670              3        4         Research Director               4
## 671              3        3         Research Director               3
## 672              3        2           Sales Executive               4
## 673              3        2           Sales Executive               1
## 674              3        1        Research Scientist               2
## 675              4        1        Research Scientist               3
## 676              2        5                   Manager               2
## 677              3        2    Manufacturing Director               2
## 678              3        2     Laboratory Technician               3
## 679              3        2    Manufacturing Director               2
## 680              2        1      Sales Representative               3
## 681              2        2           Sales Executive               1
## 682              3        1     Laboratory Technician               4
## 683              3        2 Healthcare Representative               3
## 684              4        3 Healthcare Representative               4
## 685              3        1        Research Scientist               4
## 686              3        3    Manufacturing Director               2
## 687              3        3 Healthcare Representative               4
## 688              2        1        Research Scientist               2
## 689              2        1     Laboratory Technician               4
## 690              3        1           Human Resources               2
## 691              3        2           Human Resources               3
## 692              3        3                   Manager               2
## 693              2        2 Healthcare Representative               4
## 694              3        1        Research Scientist               4
## 695              1        2           Sales Executive               4
## 696              2        1      Sales Representative               4
## 697              2        4                   Manager               4
## 698              3        2     Laboratory Technician               2
## 699              3        1      Sales Representative               4
## 700              3        5         Research Director               2
## 701              2        1           Human Resources               2
## 702              3        2           Sales Executive               3
## 703              2        3           Sales Executive               4
## 704              3        1           Human Resources               2
## 705              3        1           Human Resources               3
## 706              3        2           Sales Executive               4
## 707              3        2        Research Scientist               4
## 708              4        1           Human Resources               2
## 709              2        1     Laboratory Technician               3
## 710              3        4                   Manager               1
## 711              3        3                   Manager               1
## 712              2        4                   Manager               4
## 713              4        1     Laboratory Technician               2
## 714              2        3           Sales Executive               4
## 715              2        3           Sales Executive               1
## 716              1        1           Human Resources               3
## 717              2        2           Sales Executive               3
## 718              3        2        Research Scientist               3
## 719              3        2           Sales Executive               4
## 720              3        3    Manufacturing Director               2
## 721              3        3    Manufacturing Director               3
## 722              3        2    Manufacturing Director               3
## 723              3        1        Research Scientist               1
## 724              2        3    Manufacturing Director               4
## 725              3        1     Laboratory Technician               3
## 726              3        2    Manufacturing Director               3
## 727              3        1      Sales Representative               4
## 728              3        1        Research Scientist               3
## 729              1        1     Laboratory Technician               4
## 730              3        1     Laboratory Technician               4
## 731              3        2    Manufacturing Director               2
## 732              3        2           Sales Executive               3
## 733              2        1           Human Resources               2
## 734              4        2           Sales Executive               3
## 735              3        1        Research Scientist               4
## 736              4        2           Sales Executive               3
## 737              2        4           Sales Executive               4
## 738              2        2           Sales Executive               4
## 739              3        2           Sales Executive               3
## 740              2        2     Laboratory Technician               4
## 741              2        2           Sales Executive               3
## 742              2        3                   Manager               4
## 743              3        2        Research Scientist               4
## 744              3        1     Laboratory Technician               2
## 745              3        2           Sales Executive               3
## 746              2        1     Laboratory Technician               1
## 747              2        1           Human Resources               1
## 748              2        2 Healthcare Representative               1
## 749              3        1     Laboratory Technician               1
## 750              3        1        Research Scientist               4
## 751              3        1      Sales Representative               4
## 752              3        1      Sales Representative               2
## 753              3        4 Healthcare Representative               3
## 754              3        3           Sales Executive               2
## 755              3        3         Research Director               3
## 756              1        1     Laboratory Technician               3
## 757              3        2 Healthcare Representative               4
## 758              3        2 Healthcare Representative               3
## 759              3        1     Laboratory Technician               3
## 760              1        5                   Manager               2
## 761              2        1        Research Scientist               1
## 762              3        4                   Manager               4
## 763              1        2           Sales Executive               2
## 764              3        2           Sales Executive               3
## 765              3        1           Human Resources               4
## 766              1        2     Laboratory Technician               1
## 767              4        1        Research Scientist               3
## 768              1        3           Sales Executive               1
## 769              3        2    Manufacturing Director               4
## 770              2        2           Sales Executive               3
## 771              2        2           Sales Executive               4
## 772              3        3           Sales Executive               1
## 773              3        3 Healthcare Representative               3
## 774              2        1        Research Scientist               3
## 775              3        3 Healthcare Representative               4
## 776              4        1        Research Scientist               3
## 777              3        1           Human Resources               3
## 778              3        1      Sales Representative               1
## 779              3        1     Laboratory Technician               4
## 780              3        1        Research Scientist               4
## 781              3        1      Sales Representative               2
## 782              2        2 Healthcare Representative               3
## 783              3        1           Human Resources               2
## 784              3        2           Sales Executive               3
## 785              3        2           Sales Executive               2
## 786              3        4         Research Director               2
## 787              3        3                   Manager               3
## 788              2        2        Research Scientist               2
## 789              2        5         Research Director               1
## 790              3        1        Research Scientist               2
## 791              2        2     Laboratory Technician               1
## 792              3        1        Research Scientist               2
## 793              2        3    Manufacturing Director               3
## 794              3        3 Healthcare Representative               3
## 795              3        2    Manufacturing Director               4
## 796              3        1        Research Scientist               1
## 797              3        4 Healthcare Representative               4
## 798              3        1     Laboratory Technician               1
## 799              2        1        Research Scientist               2
## 800              4        2 Healthcare Representative               1
## 801              4        2           Sales Executive               1
## 802              3        2           Sales Executive               4
## 803              3        4                   Manager               1
## 804              3        3           Sales Executive               1
## 805              3        2     Laboratory Technician               2
## 806              3        3 Healthcare Representative               1
## 807              4        2           Sales Executive               3
## 808              3        1        Research Scientist               4
## 809              3        1        Research Scientist               4
## 810              3        1        Research Scientist               2
## 811              3        2     Laboratory Technician               1
## 812              3        1     Laboratory Technician               4
## 813              3        2           Sales Executive               3
## 814              3        5                   Manager               3
## 815              2        1      Sales Representative               2
## 816              3        1        Research Scientist               4
## 817              2        2    Manufacturing Director               4
## 818              3        3         Research Director               3
## 819              2        1     Laboratory Technician               4
## 820              3        2           Sales Executive               3
## 821              4        1        Research Scientist               4
## 822              3        2           Sales Executive               4
## 823              2        2           Sales Executive               3
## 824              3        1     Laboratory Technician               3
## 825              3        2    Manufacturing Director               3
## 826              3        5         Research Director               4
## 827              3        3           Sales Executive               3
## 828              3        2           Sales Executive               1
## 829              2        1     Laboratory Technician               2
## 830              3        5                   Manager               2
## 831              3        2     Laboratory Technician               1
## 832              3        1      Sales Representative               3
## 833              2        1     Laboratory Technician               1
## 834              3        1        Research Scientist               1
## 835              2        4 Healthcare Representative               2
## 836              3        3           Sales Executive               2
## 837              3        1        Research Scientist               3
## 838              4        2           Sales Executive               4
## 839              2        3    Manufacturing Director               2
## 840              2        5         Research Director               2
## 841              3        1     Laboratory Technician               3
## 842              2        3           Human Resources               1
## 843              2        4    Manufacturing Director               4
## 844              3        3 Healthcare Representative               4
## 845              1        2           Sales Executive               4
## 846              3        2     Laboratory Technician               1
## 847              3        1     Laboratory Technician               2
## 848              4        3 Healthcare Representative               4
## 849              2        2           Sales Executive               3
## 850              4        1     Laboratory Technician               4
## 851              1        2           Sales Executive               3
## 852              2        1     Laboratory Technician               3
## 853              2        2     Laboratory Technician               3
## 854              4        2 Healthcare Representative               1
## 855              2        2    Manufacturing Director               2
## 856              3        1      Sales Representative               3
## 857              3        1        Research Scientist               1
## 858              2        3    Manufacturing Director               3
## 859              3        1     Laboratory Technician               1
## 860              3        3 Healthcare Representative               4
## 861              2        1     Laboratory Technician               3
## 862              2        3           Sales Executive               4
## 863              4        2           Sales Executive               4
## 864              3        4           Sales Executive               3
## 865              3        3    Manufacturing Director               4
## 866              3        3    Manufacturing Director               4
## 867              3        2           Sales Executive               4
## 868              3        2           Sales Executive               3
## 869              3        1        Research Scientist               3
## 870              3        2     Laboratory Technician               2
##     MaritalStatus MonthlyIncome MonthlyRate NumCompaniesWorked Over18
## 1        Divorced          4403        9250                  2      Y
## 2          Single         19626       17544                  1      Y
## 3          Single          9362       19944                  2      Y
## 4         Married         10422       24032                  1      Y
## 5          Single          3760       17218                  1      Y
## 6        Divorced          8793        4809                  1      Y
## 7         Married          2127        5561                  2      Y
## 8        Divorced          6694       24223                  2      Y
## 9         Married          2220       18410                  1      Y
## 10        Married          5063       15332                  1      Y
## 11        Married         19392       22539                  7      Y
## 12       Divorced          2706       10494                  1      Y
## 13         Single         10221       18869                  3      Y
## 14        Married          2476       17434                  1      Y
## 15         Single          3423       22957                  6      Y
## 16        Married          6932       24406                  1      Y
## 17        Married          6725       13554                  1      Y
## 18        Married          5258       16044                  2      Y
## 19        Married          2932        5586                  0      Y
## 20        Married          5033        9364                  2      Y
## 21       Divorced          8847       13934                  2      Y
## 22        Married          8120       18597                  3      Y
## 23       Divorced          5679       19627                  3      Y
## 24         Single          5332       21602                  7      Y
## 25         Single          6949       12291                  0      Y
## 26        Married         18213        8751                  7      Y
## 27        Married          9924       12355                  0      Y
## 28         Single          8224       18385                  0      Y
## 29         Single         10448        5843                  6      Y
## 30        Married          4258       26589                  0      Y
## 31       Divorced          4668       22812                  0      Y
## 32        Married          2028       13637                  1      Y
## 33        Married         16872       14977                  3      Y
## 34        Married          2258       16340                  6      Y
## 35         Single          9679       10138                  8      Y
## 36        Married          2794       26062                  1      Y
## 37        Married         10306       21530                  9      Y
## 38       Divorced          6134        8658                  5      Y
## 39         Single         19717        4022                  6      Y
## 40        Married          2791       21981                  0      Y
## 41       Divorced         16291       22577                  4      Y
## 42         Single          6632       12388                  0      Y
## 43       Divorced          2587       24941                  4      Y
## 44         Single         19613       26362                  8      Y
## 45        Married          1223       16901                  1      Y
## 46         Single          3673       16458                  1      Y
## 47         Single          6735       12147                  6      Y
## 48       Divorced          8740        5569                  0      Y
## 49         Single          1878        8059                  1      Y
## 50       Divorced          2024        5970                  6      Y
## 51         Single          2619       14561                  3      Y
## 52        Married         19701       22456                  3      Y
## 53        Married          2011       19982                  1      Y
## 54        Married          4447       23163                  1      Y
## 55         Single          4424       20682                  1      Y
## 56       Divorced          2289       20520                  1      Y
## 57       Divorced          2759       20366                  6      Y
## 58         Single          4723       16213                  1      Y
## 59       Divorced         13603       11677                  2      Y
## 60         Single          1118        8040                  1      Y
## 61        Married         10325        5518                  1      Y
## 62        Married          7094        5747                  3      Y
## 63        Married          3067        6393                  0      Y
## 64         Single          1514        8018                  1      Y
## 65        Married          2210        3372                  1      Y
## 66       Divorced          3298       15053                  0      Y
## 67         Single          6646       19368                  1      Y
## 68         Single          2647       13672                  1      Y
## 69        Married          2194        5868                  4      Y
## 70         Single          2115       15881                  1      Y
## 71        Married          2782       21412                  3      Y
## 72         Single          8463       23490                  0      Y
## 73        Married          5916       15497                  3      Y
## 74        Married          4766        9051                  3      Y
## 75         Single          8446       21534                  9      Y
## 76         Single          4011       10781                  1      Y
## 77        Married          7083       12288                  1      Y
## 78         Single         17567        3156                  1      Y
## 79         Single          8865       16840                  6      Y
## 80       Divorced          1129       17536                  1      Y
## 81        Married          4777       14382                  5      Y
## 82        Married          6883        5151                  2      Y
## 83        Married          5321       14284                  2      Y
## 84       Divorced          5974       17001                  4      Y
## 85         Single          5410        2323                  9      Y
## 86         Single         13726       21829                  3      Y
## 87         Single          4960       11825                  2      Y
## 88       Divorced          3743       10074                  1      Y
## 89         Single          8726        2975                  1      Y
## 90         Single         18947       22822                  3      Y
## 91        Married          1702       12106                  1      Y
## 92        Married          7336       11162                  1      Y
## 93         Single          2090        2396                  6      Y
## 94         Single          6142        4223                  3      Y
## 95         Single         19926       17053                  3      Y
## 96        Married          4907       24532                  1      Y
## 97        Married         16606       11380                  8      Y
## 98       Divorced          5163       15850                  5      Y
## 99        Married          3180        4668                  0      Y
## 100       Married          3294        3708                  5      Y
## 101       Married          2099        7679                  0      Y
## 102      Divorced         10793        8386                  1      Y
## 103       Married          6538       12740                  9      Y
## 104       Married          2819        8544                  2      Y
## 105        Single         16598       19764                  4      Y
## 106       Married          4420       13421                  1      Y
## 107       Married          4319       26283                  1      Y
## 108       Married         19636       25811                  4      Y
## 109       Married          8926       10842                  4      Y
## 110        Single          2439       11288                  1      Y
## 111      Divorced          2703       22088                  1      Y
## 112       Married         17099       13829                  2      Y
## 113        Single         10445       15322                  7      Y
## 114      Divorced          5093        4761                  2      Y
## 115       Married          8966       21026                  3      Y
## 116        Single          7642        4814                  1      Y
## 117        Single          4950       20623                  0      Y
## 118       Married          4025       23679                  4      Y
## 119      Divorced          2451        4609                  4      Y
## 120        Single          6687        6163                  1      Y
## 121       Married         11713       20335                  9      Y
## 122        Single          2380       25479                  1      Y
## 123      Divorced         10761       19239                  4      Y
## 124        Single          4028        7791                  0      Y
## 125        Single          4554       20260                  1      Y
## 126       Married          5204       13586                  1      Y
## 127        Single          3919        4681                  1      Y
## 128       Married          5906       23888                  0      Y
## 129        Single          4081       20003                  1      Y
## 130      Divorced         13225        7739                  2      Y
## 131      Divorced          4187        3356                  1      Y
## 132        Single          4507        8191                  3      Y
## 133       Married          4523        4386                  0      Y
## 134       Married          5295        7693                  4      Y
## 135      Divorced          5257        6227                  1      Y
## 136       Married          4244        9931                  1      Y
## 137       Married          2319        6689                  1      Y
## 138       Married         10739       13943                  8      Y
## 139       Married          2404        4303                  7      Y
## 140        Single          7428       14506                  2      Y
## 141       Married         13402       18235                  4      Y
## 142      Divorced          2372       26076                  1      Y
## 143      Divorced         10845       24208                  6      Y
## 144       Married          6502       22825                  4      Y
## 145      Divorced          6377       13888                  5      Y
## 146       Married          4649       16928                  1      Y
## 147       Married          2756        4673                  1      Y
## 148       Married          6392       10589                  2      Y
## 149        Single          3597        6409                  8      Y
## 150      Divorced          4877       20460                  0      Y
## 151      Divorced          4233       11512                  2      Y
## 152        Single          5396       21703                  1      Y
## 153       Married          5484       16985                  1      Y
## 154        Single          6870       15530                  3      Y
## 155      Divorced          2008        6896                  1      Y
## 156       Married          4736        6069                  7      Y
## 157       Married          5677        4258                  3      Y
## 158      Divorced         12169       13547                  7      Y
## 159       Married         10820       11535                  8      Y
## 160       Married         13191       23281                  3      Y
## 161       Married          5126       15998                  1      Y
## 162        Single          8722       12355                  1      Y
## 163      Divorced          7104       20431                  0      Y
## 164        Single          6545       23016                  3      Y
## 165       Married          8020        5100                  0      Y
## 166        Single          2044       22052                  1      Y
## 167       Married         16413        3498                  3      Y
## 168      Divorced         16184       22578                  4      Y
## 169      Divorced          5577       22087                  3      Y
## 170      Divorced          2514       26968                  4      Y
## 171      Divorced          5304       25275                  7      Y
## 172       Married          5467        2125                  8      Y
## 173       Married         10527        8984                  5      Y
## 174      Divorced          8380       21708                  0      Y
## 175      Divorced         14852       13938                  6      Y
## 176        Single          2070       25326                  1      Y
## 177       Married         19859       21199                  5      Y
## 178       Married          2042       15346                  6      Y
## 179        Single          8998       15589                  1      Y
## 180        Single          8686       12930                  4      Y
## 181      Divorced         10274       19588                  2      Y
## 182      Divorced          6893       19461                  3      Y
## 183        Single          4739       16090                  4      Y
## 184        Single          8376        9150                  4      Y
## 185       Married          3755       17872                  1      Y
## 186       Married          2070        2613                  1      Y
## 187      Divorced          5206        4973                  1      Y
## 188      Divorced         15972       21086                  6      Y
## 189      Divorced         19144       15815                  3      Y
## 190       Married          4221        8863                  1      Y
## 191       Married          5775       11934                  1      Y
## 192       Married          9637        8277                  2      Y
## 193      Divorced          4810       26314                  2      Y
## 194       Married          4051       19658                  2      Y
## 195        Single          3904        4050                  0      Y
## 196       Married          2723       23231                  1      Y
## 197       Married          2075       18725                  3      Y
## 198       Married         13120       11879                  6      Y
## 199       Married         10248        2094                  3      Y
## 200       Married          2127        9100                  1      Y
## 201        Single         13194       17071                  4      Y
## 202       Married          6220        7346                  1      Y
## 203       Married          6162       19124                  1      Y
## 204        Single          2216        3872                  7      Y
## 205       Married          3931       20990                  2      Y
## 206       Married          2559        7508                  1      Y
## 207        Single          5346        9489                  8      Y
## 208       Married          6673       11354                  7      Y
## 209      Divorced          3204       10415                  5      Y
## 210      Divorced          8189       21196                  3      Y
## 211       Married         13570        5640                  0      Y
## 212       Married         18303        7770                  6      Y
## 213        Single          4680       15232                  3      Y
## 214       Married          6062        4051                  9      Y
## 215        Single          2045       15174                  0      Y
## 216      Divorced          2345        8045                  2      Y
## 217       Married          9824       22174                  3      Y
## 218      Divorced         17174        2437                  3      Y
## 219        Single          2632       23910                  1      Y
## 220        Single          2875        9973                  1      Y
## 221        Single          6274       18686                  1      Y
## 222       Married          4286        5630                  2      Y
## 223      Divorced          5368       16130                  1      Y
## 224      Divorced          1563       12530                  1      Y
## 225      Divorced          4771       14293                  2      Y
## 226       Married          3748        4077                  1      Y
## 227      Divorced          1951       10910                  1      Y
## 228      Divorced          2328       12392                  1      Y
## 229       Married          4999       17519                  0      Y
## 230       Married         13966       11652                  2      Y
## 231      Divorced          5770        5388                  1      Y
## 232       Married          2014        9687                  1      Y
## 233       Married         12936       24164                  7      Y
## 234       Married          5940       17011                  2      Y
## 235       Married         16959       19494                  1      Y
## 236       Married         10609       14922                  5      Y
## 237       Married         18880       17312                  5      Y
## 238       Married          6322       18089                  1      Y
## 239       Married          2187       19655                  4      Y
## 240      Divorced         13269       21981                  5      Y
## 241       Married          7406        6950                  1      Y
## 242        Single         18061       13035                  3      Y
## 243       Married          2703        4956                  0      Y
## 244       Married          4400       15182                  3      Y
## 245       Married          5056       17689                  1      Y
## 246      Divorced          2532        6054                  6      Y
## 247        Single          7143       25713                  1      Y
## 248       Married          2269       18024                  0      Y
## 249      Divorced          5467       13953                  3      Y
## 250       Married         16595        5626                  7      Y
## 251      Divorced          2008       20439                  1      Y
## 252      Divorced          5079       25952                  4      Y
## 253        Single          2274        6153                  1      Y
## 254       Married          2956       21495                  0      Y
## 255      Divorced         13757       25178                  2      Y
## 256        Single          2438       24978                  4      Y
## 257      Divorced          2789        3909                  1      Y
## 258      Divorced          4779       12761                  7      Y
## 259       Married          9713       24444                  2      Y
## 260      Divorced          3977        7298                  6      Y
## 261        Single          2785       11882                  7      Y
## 262        Single          2362        7568                  6      Y
## 263       Married          2436       22149                  5      Y
## 264       Married          2157       18203                  1      Y
## 265       Married          2774       13257                  0      Y
## 266       Married          2426       16479                  0      Y
## 267      Divorced         17007       11929                  7      Y
## 268        Single          1393       24852                  1      Y
## 269      Divorced          5968       18079                  1      Y
## 270       Married          9957        9096                  0      Y
## 271       Married          5154       19665                  4      Y
## 272      Divorced          5433       19332                  1      Y
## 273       Married          3540        7018                  1      Y
## 274       Married          5647       13494                  4      Y
## 275        Single         18722       13339                  8      Y
## 276      Divorced         19943       18575                  4      Y
## 277       Married          2244       24440                  1      Y
## 278        Single          2455       10675                  0      Y
## 279        Single          5744       26959                  1      Y
## 280       Married          4035       16143                  0      Y
## 281       Married          7847        6069                  1      Y
## 282        Single          4721        3119                  2      Y
## 283      Divorced          6513        9060                  4      Y
## 284      Divorced          7547        7143                  4      Y
## 285       Married          2844        6004                  1      Y
## 286       Married          5207       22949                  1      Y
## 287        Single          2472       26092                  1      Y
## 288      Divorced          2661        8758                  0      Y
## 289       Married          9738       22952                  0      Y
## 290       Married          2572       20317                  1      Y
## 291      Divorced          2270       11005                  3      Y
## 292       Married          5674        6927                  7      Y
## 293        Single          2279       11781                  1      Y
## 294       Married         11957       17231                  0      Y
## 295        Single         16437       17381                  1      Y
## 296       Married          2660       20232                  7      Y
## 297       Married          9547       14074                  1      Y
## 298        Single          6074       22887                  1      Y
## 299        Single          2321       10322                  0      Y
## 300       Married          3464       24737                  5      Y
## 301       Married          6524        8891                  1      Y
## 302       Married          9069       11031                  1      Y
## 303      Divorced          3537       23737                  5      Y
## 304        Single          5098       18698                  1      Y
## 305        Single          2479       26227                  4      Y
## 306       Married          3162       10778                  0      Y
## 307       Married          2380       20165                  4      Y
## 308       Married          2979       22478                  3      Y
## 309       Married          6385       12992                  3      Y
## 310       Married          4851       15678                  0      Y
## 311       Married          5484       13008                  9      Y
## 312        Single         13237       20364                  7      Y
## 313        Single          4084        4156                  1      Y
## 314       Married          6132       13983                  2      Y
## 315        Single          5405       11924                  8      Y
## 316        Single          4163        8571                  1      Y
## 317       Married          2231       11314                  6      Y
## 318        Single          4617       14120                  1      Y
## 319       Married          6120        3567                  3      Y
## 320        Single          2994       21221                  1      Y
## 321       Married          2332        3974                  6      Y
## 322       Married          2691        7660                  1      Y
## 323      Divorced          3761        2373                  9      Y
## 324      Divorced          4615       21029                  8      Y
## 325       Married         12742        7060                  1      Y
## 326        Single          2318       17808                  1      Y
## 327      Divorced         19049        3549                  0      Y
## 328      Divorced          5410       11189                  6      Y
## 329      Divorced          2133       18115                  1      Y
## 330       Married         16799       16616                  0      Y
## 331        Single         15379       22384                  4      Y
## 332       Married         10400       25812                  1      Y
## 333      Divorced          2342       11092                  1      Y
## 334       Married          7412        6009                  1      Y
## 335       Married         18844       21922                  9      Y
## 336        Single          4508        3129                  1      Y
## 337      Divorced          4968       18500                  1      Y
## 338        Single          7756       22266                  0      Y
## 339        Single          4728       17251                  3      Y
## 340      Divorced          2341       19715                  1      Y
## 341       Married          3419       13072                  9      Y
## 342       Married          3867       14222                  1      Y
## 343      Divorced          7119       21214                  4      Y
## 344      Divorced          2083       22653                  1      Y
## 345      Divorced          4115       13192                  8      Y
## 346        Single         13341       25098                  0      Y
## 347        Single          4033       15834                  2      Y
## 348      Divorced          6397       26767                  1      Y
## 349        Single          2290        4279                  2      Y
## 350       Married         11103       20420                  7      Y
## 351       Married         13348       14842                  9      Y
## 352       Married          6929       12241                  4      Y
## 353       Married          4422       21203                  3      Y
## 354      Divorced          4069        8841                  3      Y
## 355      Divorced         10447       26458                  0      Y
## 356        Single          4759       15891                  3      Y
## 357       Married          2368       23300                  1      Y
## 358       Married          2546       18300                  5      Y
## 359       Married          6162       10877                  1      Y
## 360       Married          3210       20251                  0      Y
## 361       Married         19999        5678                  0      Y
## 362        Single          1091       10642                  1      Y
## 363       Married         19845       25846                  1      Y
## 364      Divorced         19436        5949                  0      Y
## 365       Married         19187        6992                  4      Y
## 366       Married         13212       18256                  9      Y
## 367      Divorced          4444       22534                  4      Y
## 368       Married          5473       19345                  0      Y
## 369       Married          2073       12826                  2      Y
## 370        Single          5055       10557                  7      Y
## 371       Married          4148       11275                  1      Y
## 372       Married          8412        2890                  0      Y
## 373      Divorced          5210       20308                  1      Y
## 374       Married          3936        9953                  1      Y
## 375        Single          2728       21082                  1      Y
## 376        Single         14411       24450                  1      Y
## 377        Single          2743        8269                  1      Y
## 378      Divorced          5087        2900                  3      Y
## 379       Married          2168       26933                  0      Y
## 380       Married          2132       11539                  4      Y
## 381       Married         18300       16375                  4      Y
## 382       Married          2942        8916                  1      Y
## 383      Divorced          5486       24795                  4      Y
## 384      Divorced          2322        9518                  3      Y
## 385       Married          2461       10332                  9      Y
## 386       Married         13582       16292                  1      Y
## 387        Single          8789        9096                  1      Y
## 388      Divorced          4262       22645                  4      Y
## 389        Single          4502        7439                  3      Y
## 390        Single          2174        9150                  1      Y
## 391       Married          6500       13305                  5      Y
## 392       Married          4157       21436                  7      Y
## 393      Divorced          3065        3995                  1      Y
## 394       Married         10266        2845                  4      Y
## 395        Single          2515        9068                  5      Y
## 396      Divorced          2695        7747                  0      Y
## 397       Married         17861        2288                  6      Y
## 398       Married          2742        3072                  1      Y
## 399      Divorced          6306       26236                  1      Y
## 400        Single         10209       19719                  5      Y
## 401        Single          6091       24793                  2      Y
## 402      Divorced          5265       16439                  2      Y
## 403        Single          2105        5411                  4      Y
## 404       Married          8008       22792                  4      Y
## 405        Single          2559       17852                  1      Y
## 406      Divorced         16627        2671                  4      Y
## 407       Married          5468       13402                  1      Y
## 408      Divorced          2741        6865                  1      Y
## 409       Married         15427       22021                  2      Y
## 410       Married         17159        5200                  6      Y
## 411       Married          2342        8635                  0      Y
## 412        Single          9241       15869                  1      Y
## 413       Married          3022       10227                  4      Y
## 414        Single          4648       26075                  8      Y
## 415      Divorced          2351       12253                  0      Y
## 416      Divorced          5762       24442                  2      Y
## 417        Single          2564        7181                  0      Y
## 418       Married          3688        7122                  4      Y
## 419       Married          6474        9961                  1      Y
## 420       Married         11935       21526                  1      Y
## 421       Married          4325       17736                  1      Y
## 422       Married          4449       23866                  3      Y
## 423       Married          6172       20739                  4      Y
## 424        Single          1611       19305                  1      Y
## 425       Married          4724       24232                  1      Y
## 426      Divorced         10798        5268                  5      Y
## 427      Divorced          1274        7152                  1      Y
## 428        Single          3230       10531                  1      Y
## 429        Single          3730        9571                  0      Y
## 430       Married          5957       23687                  6      Y
## 431        Single          4478        5242                  1      Y
## 432      Divorced          3544        8532                  9      Y
## 433        Single          4284       22710                  3      Y
## 434      Divorced          2109       10007                  1      Y
## 435      Divorced          9705       20652                  2      Y
## 436       Married          6214        3415                  1      Y
## 437        Single          4382       16374                  6      Y
## 438        Single          2867       20006                  0      Y
## 439       Married          2683        3810                  1      Y
## 440        Single          7625       19383                  0      Y
## 441        Single          4998        2338                  4      Y
## 442       Married          2974       25412                  9      Y
## 443        Single          3485       14935                  2      Y
## 444      Divorced          3195        4167                  4      Y
## 445      Divorced         19328       14218                  7      Y
## 446       Married          3420       10205                  7      Y
## 447       Married          4735        9867                  7      Y
## 448       Married          5538        5696                  5      Y
## 449        Single          2406        5456                  1      Y
## 450       Married          4385       24162                  1      Y
## 451       Married          4878       21653                  0      Y
## 452        Single          3420       21158                  1      Y
## 453        Single          5813       13492                  1      Y
## 454        Single          5487       10410                  1      Y
## 455       Married         15402       17997                  7      Y
## 456        Single         19833        4349                  1      Y
## 457       Married          5476       22589                  1      Y
## 458        Single          5441        8423                  0      Y
## 459       Married          2066       10494                  2      Y
## 460        Single          5810       22604                  1      Y
## 461       Married          2093        9260                  4      Y
## 462        Single          2013       10950                  2      Y
## 463        Single          9208        6645                  4      Y
## 464        Single          5238        6670                  2      Y
## 465       Married          2437       15587                  9      Y
## 466        Single          3944        4306                  5      Y
## 467        Single          2644       17001                  3      Y
## 468       Married          3038       22002                  3      Y
## 469        Single          4969       21813                  8      Y
## 470      Divorced          4450       26250                  1      Y
## 471       Married          2226        6073                  1      Y
## 472        Single          2439       14753                  1      Y
## 473       Married         13245       15067                  4      Y
## 474        Single          3452        9752                  5      Y
## 475      Divorced          2207       22482                  1      Y
## 476        Single          5772       20445                  4      Y
## 477      Divorced          6334       24558                  4      Y
## 478      Divorced          4306        4267                  5      Y
## 479       Married          2950       17363                  9      Y
## 480       Married         13744       15471                  1      Y
## 481       Married          5373        6225                  0      Y
## 482       Married          2356       14871                  3      Y
## 483       Married          5747       26496                  1      Y
## 484      Divorced          4257       13939                  4      Y
## 485       Married         10312        3465                  1      Y
## 486        Single          5993       19479                  8      Y
## 487        Single          1081       16019                  1      Y
## 488      Divorced          2911       15170                  1      Y
## 489        Single          5381       19294                  9      Y
## 490        Single          6142        7360                  3      Y
## 491        Single         18665       25594                  9      Y
## 492       Married         16880       22422                  4      Y
## 493        Single          5869       23413                  9      Y
## 494        Single          8606       21195                  1      Y
## 495       Married          5673        6060                  1      Y
## 496       Married         16307        5594                  2      Y
## 497       Married          2654        9655                  3      Y
## 498       Married          2326       11411                  1      Y
## 499       Married          5237       16577                  6      Y
## 500       Married          5736        3987                  6      Y
## 501       Married         10008       12023                  7      Y
## 502        Single          2028       12947                  5      Y
## 503       Married          2655       11740                  2      Y
## 504      Divorced          9980       10195                  1      Y
## 505       Married         17169       26703                  3      Y
## 506       Married          5878       15624                  3      Y
## 507        Single          2851        9150                  1      Y
## 508       Married         10596       15395                  2      Y
## 509      Divorced          2793        2539                  4      Y
## 510       Married         19545       16280                  1      Y
## 511       Married          5343        5982                  1      Y
## 512       Married         10920        3449                  3      Y
## 513       Married          3433       17360                  6      Y
## 514        Single         13458       15146                  1      Y
## 515        Single          2610        2851                  1      Y
## 516      Divorced          5482       16321                  5      Y
## 517       Married          2413       18798                  1      Y
## 518      Divorced          2766        8952                  8      Y
## 519       Married          4627       23631                  0      Y
## 520        Single          2587       10261                  1      Y
## 521        Single          2553        8306                  1      Y
## 522       Married          2408        7324                  1      Y
## 523      Divorced          9724       18787                  2      Y
## 524      Divorced         19502        2125                  1      Y
## 525       Married          2177        8456                  3      Y
## 526       Married          7525       23537                  2      Y
## 527      Divorced          5006        6319                  4      Y
## 528       Married          6833       17089                  1      Y
## 529        Single          2859       26278                  1      Y
## 530       Married          4963        4510                  9      Y
## 531       Married          8823       24608                  0      Y
## 532        Single          6815       21447                  6      Y
## 533       Married          2700       23779                  1      Y
## 534      Divorced          6667       16542                  5      Y
## 535       Married          2119        4759                  1      Y
## 536      Divorced          2089        5228                  4      Y
## 537        Single          7351       20619                  7      Y
## 538      Divorced          2696       24017                  0      Y
## 539        Single          3202       21972                  1      Y
## 540        Single          5155        2253                  7      Y
## 541      Divorced          3491       11309                  1      Y
## 542       Married          3143        6076                  6      Y
## 543      Divorced          2566       25326                  1      Y
## 544       Married          6553        7259                  9      Y
## 545        Single          4381        7530                  1      Y
## 546       Married          2929       20338                  1      Y
## 547       Married          7403       22477                  4      Y
## 548        Single          5094       11983                  6      Y
## 549       Married         12061       26707                  3      Y
## 550        Single          2177        8318                  1      Y
## 551       Married         19189       19562                  1      Y
## 552      Divorced          4936       23965                  1      Y
## 553        Single          3886        4223                  1      Y
## 554       Married          2259        5543                  4      Y
## 555       Married          4876       14242                  9      Y
## 556       Married          9602        3010                  4      Y
## 557        Single          3780       23428                  7      Y
## 558       Married          3622       22794                  1      Y
## 559       Married          4434       11806                  1      Y
## 560       Married          5296       20156                  1      Y
## 561        Single          2088       15062                  4      Y
## 562       Married         15787       21624                  2      Y
## 563       Married          2811       12086                  9      Y
## 564       Married         11031       26862                  4      Y
## 565       Married          3833       24375                  3      Y
## 566        Single          2436       13422                  6      Y
## 567        Single          2176       19737                  4      Y
## 568       Married          9714        5323                  1      Y
## 569        Single          6244        7824                  7      Y
## 570       Married         13973        4161                  3      Y
## 571       Married          4393       26841                  5      Y
## 572        Single          2693        8870                  1      Y
## 573       Married          6834       19255                  1      Y
## 574       Married          6799       22128                  1      Y
## 575       Married          6272        7428                  1      Y
## 576      Divorced          5993        2689                  1      Y
## 577        Single          2858       11473                  4      Y
## 578        Single          3162        7973                  3      Y
## 579        Single          5042        3140                  0      Y
## 580      Divorced          6623        4204                  1      Y
## 581       Married          3669        9075                  3      Y
## 582        Single         15992       15901                  2      Y
## 583       Married          5811       24539                  3      Y
## 584       Married          4779        3698                  1      Y
## 585       Married          6465       19121                  2      Y
## 586       Married          2741       16523                  8      Y
## 587      Divorced          5329       15717                  7      Y
## 588        Single          3407        6986                  7      Y
## 589        Single          3629       19106                  4      Y
## 590       Married          4014       16002                  3      Y
## 591       Married          2814       10293                  1      Y
## 592        Single          4599        7815                  0      Y
## 593       Married          2909       15747                  3      Y
## 594       Married          3211       22102                  1      Y
## 595       Married         10435       25800                  1      Y
## 596      Divorced          4037       21816                  1      Y
## 597       Married         10903        9129                  3      Y
## 598       Married          3448       13436                  6      Y
## 599       Married          6142        5174                  1      Y
## 600       Married          2293        3020                  2      Y
## 601       Married          2033        7103                  1      Y
## 602       Married          4087       25174                  4      Y
## 603       Married         11416       17802                  0      Y
## 604       Married          3131       26342                  1      Y
## 605        Single          2760       14630                  1      Y
## 606       Married         14814       13514                  3      Y
## 607        Single          5473       24668                  7      Y
## 608      Divorced          5605       19191                  1      Y
## 609        Single          3578       23577                  0      Y
## 610        Single          2342       21437                  0      Y
## 611       Married          5363       10846                  0      Y
## 612        Single          6811        2112                  2      Y
## 613       Married          2707       21509                  7      Y
## 614        Single          2121        9947                  1      Y
## 615      Divorced          7264        9977                  5      Y
## 616       Married          3986       11912                  1      Y
## 617       Married          3838        8192                  8      Y
## 618      Divorced          5454        4009                  5      Y
## 619       Married          9991       21457                  4      Y
## 620       Married          1281       16900                  1      Y
## 621        Single          2926       19783                  1      Y
## 622      Divorced          5067        6759                  1      Y
## 623        Single          3280       13551                  2      Y
## 624        Single          8837       16642                  1      Y
## 625        Single          2561        5355                  7      Y
## 626      Divorced          2517        3208                  1      Y
## 627       Married          4162       15211                  1      Y
## 628      Divorced         11510       15682                  0      Y
## 629       Married         10976       15813                  3      Y
## 630        Single          8621       17654                  1      Y
## 631       Married          2662        7975                  8      Y
## 632        Single          9888        6770                  1      Y
## 633        Single          6861        4981                  8      Y
## 634      Divorced          2835        2561                  5      Y
## 635       Married          9985        9262                  8      Y
## 636       Married          2376       26537                  1      Y
## 637       Married         17665       14399                  0      Y
## 638      Divorced          8628       22914                  1      Y
## 639       Married          2725       21630                  1      Y
## 640      Divorced          3041       16346                  0      Y
## 641      Divorced          2693       13335                  1      Y
## 642      Divorced          4448       10748                  2      Y
## 643        Single         16756       17323                  7      Y
## 644       Married          2307       14460                  1      Y
## 645      Divorced          2107       20293                  6      Y
## 646       Married         10855        8552                  7      Y
## 647        Single          1904       13556                  1      Y
## 648       Married          2305        6217                  1      Y
## 649        Single          4312       23016                  0      Y
## 650        Single          2166        3339                  3      Y
## 651        Single          2450       21731                  1      Y
## 652      Divorced          5220       10893                  0      Y
## 653        Single         13499       13782                  9      Y
## 654       Married         12504       23978                  3      Y
## 655        Single          3894        9129                  5      Y
## 656       Married          4741       22722                  1      Y
## 657       Married         12490       15736                  5      Y
## 658      Divorced         16032       24456                  3      Y
## 659        Single          6032       10110                  6      Y
## 660        Single          6499       22656                  1      Y
## 661       Married          5309       21146                  1      Y
## 662      Divorced          2768        8416                  3      Y
## 663      Divorced         10368        5596                  4      Y
## 664      Divorced          3917        9541                  1      Y
## 665        Single          4568       10034                  0      Y
## 666        Single          6294       23060                  8      Y
## 667       Married          7918        6599                  1      Y
## 668      Divorced          3408        6705                  7      Y
## 669       Married          4883       22845                  1      Y
## 670       Married         17779       23474                  3      Y
## 671        Single         13664       25258                  4      Y
## 672      Divorced          5505        3921                  1      Y
## 673        Single          4898       11827                  0      Y
## 674      Divorced          2022       16612                  1      Y
## 675       Married          3517       22490                  7      Y
## 676       Married         18789        9946                  2      Y
## 677       Married          5228       23361                  0      Y
## 678       Married          6323       26849                  1      Y
## 679      Divorced          5131        9192                  7      Y
## 680       Married          2329       11737                  3      Y
## 681       Married          4256       18154                  1      Y
## 682       Married          2258       15238                  7      Y
## 683       Married          5347        7419                  6      Y
## 684      Divorced          9439       23402                  3      Y
## 685       Married          2713        6672                  1      Y
## 686      Divorced         10648       14394                  1      Y
## 687        Single          7553       22930                  0      Y
## 688       Married          2622       13248                  6      Y
## 689        Single          1102        9241                  1      Y
## 690      Divorced          2592        7129                  5      Y
## 691       Married          6077       14814                  3      Y
## 692       Married         11849       10268                  1      Y
## 693        Single          6781       17078                  3      Y
## 694        Single          2285        3427                  9      Y
## 695      Divorced          9525        7677                  1      Y
## 696        Single          3294       13137                  1      Y
## 697       Married         15202        5602                  2      Y
## 698        Single          5914        9945                  8      Y
## 699        Single          1569       18420                  1      Y
## 700       Married         19081       10849                  5      Y
## 701       Married          2804       15434                  1      Y
## 702       Married          5714        5829                  1      Y
## 703       Married         10377       13755                  4      Y
## 704       Married          2148        6889                  0      Y
## 705       Married          2267       25657                  8      Y
## 706        Single          6230       13430                  7      Y
## 707       Married          6854       15696                  4      Y
## 708        Single          2109       24609                  9      Y
## 709       Married          3702       16376                  1      Y
## 710      Divorced         17924        4544                  1      Y
## 711       Married         11916       25927                  1      Y
## 712      Divorced         14118       22102                  3      Y
## 713        Single          2559       16620                  5      Y
## 714       Married          9699        7246                  4      Y
## 715        Single          7587       14229                  1      Y
## 716       Married          1555       11585                  1      Y
## 717       Married          6578        2706                  1      Y
## 718        Single          3660        7909                  3      Y
## 719        Single          4581       10414                  3      Y
## 720      Divorced          7655        8039                  0      Y
## 721       Married          9434        9606                  1      Y
## 722       Married          5768       26493                  3      Y
## 723      Divorced          2996       20284                  5      Y
## 724        Single          8858       15669                  0      Y
## 725        Single          3968       13624                  4      Y
## 726       Married          4898        7505                  0      Y
## 727       Married          2973       21222                  5      Y
## 728      Divorced          3815        5972                  1      Y
## 729        Single          2340       23213                  1      Y
## 730       Married          2523       19299                  0      Y
## 731      Divorced          4765       23814                  4      Y
## 732       Married          5238       17778                  4      Y
## 733       Married          2863       19555                  1      Y
## 734       Married          4707       23914                  8      Y
## 735        Single          2972       22061                  1      Y
## 736        Single          6500       26997                  0      Y
## 737       Married         12031        8828                  0      Y
## 738        Single          5171       16490                  5      Y
## 739       Married          4601        6179                  1      Y
## 740        Single          3681       14004                  4      Y
## 741       Married          8639       24835                  2      Y
## 742      Divorced         11557       25291                  9      Y
## 743       Married          4285        3031                  1      Y
## 744        Single          3295       12862                  1      Y
## 745      Divorced          4907       13684                  0      Y
## 746      Divorced          2296       10036                  0      Y
## 747      Divorced          2335        3157                  4      Y
## 748        Single          5343       25755                  0      Y
## 749      Divorced          3907        3622                  1      Y
## 750        Single          2500       10515                  0      Y
## 751        Single          2323       17205                  1      Y
## 752        Single          2302        8319                  1      Y
## 753       Married         11245       20689                  2      Y
## 754       Married          7314       14011                  5      Y
## 755       Married         13549       24001                  9      Y
## 756        Single          3708        2104                  2      Y
## 757       Married          4014       19170                  1      Y
## 758       Married          6651       21534                  2      Y
## 759       Married          3306       26176                  7      Y
## 760        Single         18824        2493                  2      Y
## 761        Single          2404       11479                  6      Y
## 762       Married         16752       12982                  1      Y
## 763        Single          6151       22074                  1      Y
## 764       Married          6347       24920                  0      Y
## 765       Married          3737        2243                  0      Y
## 766        Single          5769       23447                  1      Y
## 767       Married          3376       18863                  1      Y
## 768      Divorced         10932       11373                  3      Y
## 769      Divorced          7379       17433                  2      Y
## 770       Married          5593       17970                  1      Y
## 771        Single          4682        4317                  3      Y
## 772      Divorced         10453        2137                  1      Y
## 773        Single         10938        6420                  0      Y
## 774       Married          3388       21777                  0      Y
## 775       Married         10124       18611                  2      Y
## 776        Single          3505       19630                  1      Y
## 777      Divorced          2064       15428                  0      Y
## 778      Divorced          2827       14947                  1      Y
## 779        Single          2570       11925                  1      Y
## 780       Married          4787       26124                  9      Y
## 781        Single          3140       21728                  1      Y
## 782        Single          4553       20978                  1      Y
## 783      Divorced          2277       22650                  3      Y
## 784       Married          4539        4905                  1      Y
## 785       Married          4978        3536                  7      Y
## 786        Single         16422        8847                  3      Y
## 787       Married         13116       22984                  2      Y
## 788       Married          4941       17747                  2      Y
## 789       Married         19038       19805                  8      Y
## 790        Single          2096       18830                  1      Y
## 791       Married          4789       23070                  4      Y
## 792        Single          2311        5711                  2      Y
## 793       Married          7756       14199                  3      Y
## 794      Divorced         10096        8202                  1      Y
## 795      Divorced          6804       23793                  1      Y
## 796        Single          3348        3164                  1      Y
## 797       Married         13496        7501                  0      Y
## 798       Married          2398       15999                  1      Y
## 799        Single          1859        6148                  1      Y
## 800      Divorced          6842       26308                  6      Y
## 801       Married          5376        3193                  2      Y
## 802        Single          6582        8346                  4      Y
## 803       Married         17068        5355                  1      Y
## 804        Single          9582       10333                  0      Y
## 805       Married          2042       25043                  4      Y
## 806       Married          8321       25949                  7      Y
## 807       Married          6232       12477                  2      Y
## 808       Married          2323       11992                  1      Y
## 809       Married          2862        3811                  1      Y
## 810       Married          3058       13364                  0      Y
## 811      Divorced          3072       11012                  1      Y
## 812       Married          3229        4910                  4      Y
## 813      Divorced          4260        5915                  1      Y
## 814       Married         19658        5220                  3      Y
## 815       Married          2899       12102                  0      Y
## 816       Married          2781        6311                  0      Y
## 817        Single          6877       20234                  5      Y
## 818       Married         11691       25995                  0      Y
## 819        Single          2720       11162                  0      Y
## 820        Single          9854       23352                  3      Y
## 821       Married          3312       18783                  3      Y
## 822      Divorced          6931       10732                  2      Y
## 823       Married          6712        8978                  1      Y
## 824       Married          2610        6233                  1      Y
## 825       Married          4663       12421                  9      Y
## 826      Divorced         19627       21445                  9      Y
## 827       Married          8161       19002                  2      Y
## 828        Single          4538        6039                  0      Y
## 829       Married          2468       15963                  4      Y
## 830       Married         18200        7999                  1      Y
## 831       Married          3633       14039                  1      Y
## 832        Single          1675       26820                  1      Y
## 833       Married          3196       12449                  1      Y
## 834        Single          2552        7172                  1      Y
## 835      Divorced         13577       25592                  1      Y
## 836      Divorced          8834       24666                  1      Y
## 837       Married          2996        5182                  7      Y
## 838        Single          5337       19921                  1      Y
## 839      Divorced         10333       19271                  8      Y
## 840       Married         19665       13583                  4      Y
## 841        Single          1420       25233                  1      Y
## 842        Single          7988        9769                  1      Y
## 843       Married         13826       19028                  3      Y
## 844      Divorced          8500        5494                  0      Y
## 845        Single          6029       25353                  5      Y
## 846      Divorced          4558       13535                  1      Y
## 847        Single          1483       16102                  1      Y
## 848      Divorced          9613       10942                  0      Y
## 849       Married          6380        6110                  2      Y
## 850       Married          2544        7102                  0      Y
## 851       Married          4559       24788                  3      Y
## 852        Single          2206       16117                  1      Y
## 853        Single          4193       12682                  0      Y
## 854        Single          5661        4824                  0      Y
## 855       Married          4788       25388                  0      Y
## 856       Married          2404       16192                  1      Y
## 857        Single          2657        8556                  5      Y
## 858       Married          8943       14034                  1      Y
## 859       Married          2238        6961                  2      Y
## 860       Married          7978       14075                  1      Y
## 861        Single          2838        4257                  0      Y
## 862        Single         10231       20364                  3      Y
## 863        Single          5304        4652                  8      Y
## 864      Divorced         13770       10225                  9      Y
## 865       Married          9380       14720                  4      Y
## 866        Single          7898       18706                  1      Y
## 867       Married          4465       12069                  0      Y
## 868       Married          4591       24200                  3      Y
## 869       Married          4477       20100                  4      Y
## 870        Single          4425       15986                  5      Y
##     OverTime PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1         No                11                 3                        3
## 2         No                14                 3                        1
## 3         No                11                 3                        3
## 4         No                19                 3                        3
## 5        Yes                13                 3                        3
## 6         No                21                 4                        3
## 7        Yes                12                 3                        1
## 8        Yes                14                 3                        3
## 9        Yes                19                 3                        4
## 10        No                14                 3                        2
## 11        No                13                 3                        4
## 12        No                15                 3                        2
## 13        No                21                 4                        2
## 14        No                18                 3                        1
## 15        No                12                 3                        3
## 16        No                13                 3                        4
## 17        No                12                 3                        3
## 18        No                14                 3                        3
## 19       Yes                14                 3                        1
## 20        No                15                 3                        4
## 21       Yes                11                 3                        3
## 22        No                12                 3                        4
## 23       Yes                13                 3                        2
## 24        No                13                 3                        4
## 25        No                14                 3                        1
## 26        No                11                 3                        3
## 27        No                11                 3                        4
## 28       Yes                17                 3                        1
## 29       Yes                13                 3                        2
## 30        No                18                 3                        1
## 31        No                17                 3                        4
## 32        No                18                 3                        4
## 33       Yes                12                 3                        2
## 34        No                12                 3                        2
## 35        No                24                 4                        2
## 36        No                20                 4                        3
## 37        No                17                 3                        3
## 38       Yes                13                 3                        2
## 39        No                14                 3                        1
## 40        No                12                 3                        1
## 41        No                22                 4                        4
## 42        No                13                 3                        1
## 43       Yes                16                 3                        2
## 44        No                22                 4                        4
## 45        No                22                 4                        4
## 46        No                13                 3                        3
## 47        No                15                 3                        2
## 48       Yes                14                 3                        2
## 49       Yes                14                 3                        4
## 50        No                18                 3                        4
## 51        No                17                 3                        4
## 52       Yes                21                 4                        3
## 53        No                13                 3                        4
## 54        No                12                 3                        2
## 55        No                23                 4                        4
## 56        No                20                 4                        2
## 57       Yes                12                 3                        4
## 58       Yes                18                 3                        4
## 59       Yes                18                 3                        1
## 60       Yes                14                 3                        4
## 61       Yes                11                 3                        1
## 62        No                12                 3                        1
## 63        No                19                 3                        3
## 64        No                16                 3                        3
## 65        No                13                 3                        1
## 66       Yes                12                 3                        4
## 67        No                13                 3                        2
## 68        No                13                 3                        3
## 69        No                13                 3                        4
## 70        No                12                 3                        2
## 71        No                22                 4                        1
## 72        No                18                 3                        4
## 73       Yes                13                 3                        1
## 74       Yes                11                 3                        1
## 75       Yes                19                 3                        3
## 76        No                23                 4                        4
## 77       Yes                14                 3                        4
## 78        No                15                 3                        2
## 79        No                12                 3                        4
## 80       Yes                11                 3                        3
## 81        No                15                 3                        1
## 82        No                16                 3                        2
## 83        No                11                 3                        4
## 84       Yes                13                 3                        1
## 85       Yes                11                 3                        4
## 86       Yes                13                 3                        1
## 87        No                12                 3                        4
## 88       Yes                24                 4                        4
## 89        No                15                 3                        4
## 90        No                12                 3                        4
## 91       Yes                23                 4                        3
## 92        No                13                 3                        1
## 93       Yes                15                 3                        2
## 94       Yes                16                 3                        3
## 95        No                15                 3                        2
## 96        No                25                 4                        3
## 97        No                12                 3                        4
## 98        No                14                 3                        4
## 99        No                13                 3                        3
## 100       No                17                 3                        1
## 101       No                14                 3                        2
## 102       No                18                 3                        1
## 103       No                15                 3                        1
## 104       No                16                 3                        1
## 105       No                12                 3                        2
## 106       No                22                 4                        2
## 107       No                13                 3                        1
## 108      Yes                18                 3                        1
## 109       No                22                 4                        4
## 110       No                14                 3                        4
## 111      Yes                14                 3                        4
## 112       No                15                 3                        2
## 113       No                19                 3                        4
## 114       No                11                 3                        1
## 115      Yes                15                 3                        4
## 116      Yes                13                 3                        4
## 117       No                14                 3                        2
## 118      Yes                13                 3                        1
## 119       No                12                 3                        1
## 120       No                11                 3                        4
## 121       No                14                 3                        1
## 122      Yes                11                 3                        4
## 123      Yes                12                 3                        3
## 124       No                20                 4                        1
## 125       No                18                 3                        1
## 126      Yes                11                 3                        4
## 127      Yes                22                 4                        2
## 128       No                13                 3                        4
## 129      Yes                14                 3                        1
## 130       No                12                 3                        4
## 131      Yes                13                 3                        2
## 132       No                12                 3                        3
## 133       No                11                 3                        4
## 134       No                21                 4                        3
## 135       No                11                 3                        2
## 136       No                24                 4                        4
## 137      Yes                11                 3                        4
## 138       No                11                 3                        3
## 139      Yes                21                 4                        4
## 140       No                12                 3                        1
## 141      Yes                12                 3                        1
## 142       No                12                 3                        4
## 143       No                13                 3                        2
## 144       No                14                 3                        2
## 145       No                20                 4                        2
## 146       No                14                 3                        1
## 147       No                13                 3                        4
## 148       No                13                 3                        4
## 149       No                22                 4                        4
## 150       No                21                 4                        2
## 151       No                17                 3                        3
## 152       No                12                 3                        4
## 153       No                14                 3                        3
## 154       No                12                 3                        1
## 155       No                14                 3                        2
## 156      Yes                12                 3                        2
## 157       No                14                 3                        3
## 158       No                11                 3                        4
## 159       No                11                 3                        3
## 160      Yes                17                 3                        3
## 161      Yes                12                 3                        3
## 162       No                12                 3                        1
## 163       No                12                 3                        4
## 164      Yes                13                 3                        3
## 165       No                15                 3                        3
## 166       No                13                 3                        4
## 167       No                16                 3                        2
## 168       No                19                 3                        3
## 169      Yes                12                 3                        2
## 170       No                22                 4                        1
## 171       No                23                 4                        4
## 172       No                18                 3                        3
## 173       No                11                 3                        4
## 174      Yes                14                 3                        4
## 175       No                13                 3                        3
## 176      Yes                11                 3                        3
## 177      Yes                13                 3                        4
## 178      Yes                14                 3                        2
## 179       No                14                 3                        4
## 180       No                22                 4                        3
## 181       No                18                 3                        2
## 182       No                15                 3                        4
## 183       No                12                 3                        4
## 184       No                18                 3                        4
## 185       No                11                 3                        1
## 186       No                23                 4                        4
## 187       No                17                 3                        3
## 188       No                14                 3                        3
## 189       No                14                 3                        1
## 190       No                15                 3                        2
## 191       No                13                 3                        4
## 192       No                14                 3                        4
## 193       No                14                 3                        3
## 194       No                14                 3                        1
## 195       No                12                 3                        4
## 196       No                11                 3                        2
## 197       No                23                 4                        2
## 198       No                17                 3                        2
## 199       No                14                 3                        4
## 200       No                21                 4                        4
## 201      Yes                16                 3                        4
## 202       No                17                 3                        2
## 203       No                12                 3                        3
## 204      Yes                13                 3                        4
## 205       No                11                 3                        1
## 206      Yes                13                 3                        4
## 207       No                13                 3                        2
## 208      Yes                19                 3                        2
## 209       No                14                 3                        4
## 210      Yes                13                 3                        3
## 211       No                23                 4                        3
## 212       No                13                 3                        2
## 213       No                17                 3                        1
## 214      Yes                13                 3                        4
## 215       No                13                 3                        4
## 216       No                14                 3                        3
## 217       No                19                 3                        3
## 218       No                11                 3                        2
## 219       No                14                 3                        3
## 220      Yes                20                 4                        2
## 221       No                22                 4                        3
## 222       No                14                 3                        4
## 223      Yes                25                 4                        3
## 224       No                14                 3                        4
## 225       No                19                 3                        4
## 226       No                13                 3                        3
## 227       No                12                 3                        3
## 228      Yes                16                 3                        1
## 229       No                21                 4                        1
## 230      Yes                19                 3                        2
## 231       No                19                 3                        1
## 232       No                13                 3                        1
## 233       No                11                 3                        3
## 234       No                14                 3                        4
## 235      Yes                12                 3                        4
## 236       No                11                 3                        3
## 237       No                11                 3                        1
## 238      Yes                12                 3                        4
## 239       No                14                 3                        3
## 240       No                15                 3                        3
## 241      Yes                21                 4                        4
## 242       No                22                 4                        3
## 243       No                23                 4                        4
## 244       No                12                 3                        1
## 245      Yes                15                 3                        3
## 246       No                14                 3                        3
## 247      Yes                14                 3                        3
## 248       No                14                 3                        2
## 249      Yes                14                 3                        1
## 250       No                16                 3                        2
## 251       No                12                 3                        3
## 252       No                13                 3                        4
## 253       No                14                 3                        4
## 254       No                17                 3                        3
## 255       No                11                 3                        3
## 256       No                13                 3                        3
## 257       No                11                 3                        3
## 258       No                14                 3                        2
## 259      Yes                13                 3                        4
## 260      Yes                19                 3                        3
## 261       No                14                 3                        3
## 262       No                13                 3                        3
## 263      Yes                13                 3                        3
## 264       No                15                 3                        2
## 265       No                12                 3                        3
## 266       No                13                 3                        3
## 267       No                14                 3                        4
## 268       No                12                 3                        1
## 269       No                20                 4                        3
## 270       No                15                 3                        3
## 271       No                22                 4                        2
## 272       No                12                 3                        3
## 273       No                21                 4                        4
## 274       No                13                 3                        1
## 275       No                11                 3                        4
## 276       No                13                 3                        4
## 277       No                13                 3                        4
## 278       No                19                 3                        1
## 279      Yes                11                 3                        4
## 280      Yes                16                 3                        2
## 281      Yes                17                 3                        1
## 282      Yes                13                 3                        3
## 283       No                17                 3                        4
## 284       No                12                 3                        4
## 285       No                13                 3                        4
## 286      Yes                12                 3                        2
## 287      Yes                23                 4                        1
## 288       No                11                 3                        3
## 289       No                14                 3                        3
## 290       No                16                 3                        2
## 291       No                14                 3                        4
## 292       No                15                 3                        3
## 293       No                16                 3                        4
## 294       No                18                 3                        1
## 295      Yes                21                 4                        4
## 296      Yes                11                 3                        3
## 297       No                17                 3                        3
## 298      Yes                24                 4                        4
## 299      Yes                22                 4                        1
## 300      Yes                13                 3                        4
## 301       No                14                 3                        4
## 302       No                22                 4                        4
## 303       No                12                 3                        4
## 304       No                19                 3                        2
## 305       No                24                 4                        1
## 306       No                17                 3                        4
## 307       No                18                 3                        2
## 308       No                17                 3                        4
## 309      Yes                14                 3                        4
## 310       No                22                 4                        3
## 311       No                17                 3                        2
## 312       No                15                 3                        3
## 313       No                12                 3                        1
## 314       No                17                 3                        3
## 315       No                14                 3                        4
## 316      Yes                17                 3                        3
## 317       No                18                 3                        4
## 318       No                12                 3                        2
## 319      Yes                12                 3                        4
## 320      Yes                12                 3                        4
## 321       No                20                 4                        3
## 322       No                12                 3                        4
## 323       No                12                 3                        2
## 324      Yes                23                 4                        1
## 325       No                16                 3                        3
## 326       No                19                 3                        3
## 327      Yes                14                 3                        4
## 328      Yes                17                 3                        3
## 329      Yes                16                 3                        3
## 330       No                14                 3                        3
## 331       No                14                 3                        1
## 332       No                11                 3                        3
## 333      Yes                12                 3                        3
## 334       No                11                 3                        4
## 335       No                21                 4                        4
## 336       No                22                 4                        2
## 337       No                11                 3                        4
## 338       No                17                 3                        3
## 339      Yes                14                 3                        4
## 340       No                13                 3                        4
## 341      Yes                14                 3                        4
## 342      Yes                12                 3                        2
## 343       No                15                 3                        3
## 344       No                20                 4                        3
## 345       No                19                 3                        3
## 346       No                12                 3                        1
## 347       No                11                 3                        4
## 348       No                20                 4                        1
## 349       No                13                 3                        4
## 350       No                11                 3                        3
## 351       No                13                 3                        2
## 352       No                11                 3                        2
## 353      Yes                13                 3                        4
## 354      Yes                18                 3                        3
## 355      Yes                13                 3                        4
## 356       No                18                 3                        4
## 357       No                19                 3                        3
## 358       No                16                 3                        2
## 359      Yes                22                 4                        2
## 360       No                11                 3                        3
## 361       No                14                 3                        1
## 362       No                17                 3                        4
## 363       No                15                 3                        4
## 364       No                19                 3                        4
## 365       No                14                 3                        4
## 366       No                11                 3                        4
## 367       No                13                 3                        3
## 368       No                12                 3                        4
## 369       No                16                 3                        4
## 370       No                16                 3                        3
## 371       No                12                 3                        3
## 372       No                11                 3                        3
## 373       No                18                 3                        1
## 374       No                11                 3                        1
## 375       No                11                 3                        1
## 376      Yes                13                 3                        4
## 377       No                16                 3                        3
## 378      Yes                12                 3                        3
## 379      Yes                18                 3                        1
## 380      Yes                11                 3                        2
## 381       No                11                 3                        2
## 382       No                23                 4                        4
## 383       No                11                 3                        1
## 384       No                13                 3                        3
## 385      Yes                12                 3                        3
## 386       No                13                 3                        2
## 387       No                14                 3                        1
## 388       No                12                 3                        2
## 389       No                15                 3                        3
## 390      Yes                11                 3                        3
## 391       No                17                 3                        2
## 392      Yes                19                 3                        3
## 393      Yes                13                 3                        4
## 394       No                19                 3                        4
## 395      Yes                14                 3                        4
## 396      Yes                18                 3                        2
## 397       No                13                 3                        3
## 398       No                15                 3                        4
## 399       No                21                 4                        1
## 400      Yes                18                 3                        2
## 401       No                20                 4                        3
## 402       No                16                 3                        2
## 403       No                12                 3                        3
## 404       No                12                 3                        3
## 405       No                11                 3                        4
## 406      Yes                14                 3                        3
## 407       No                14                 3                        1
## 408       No                14                 3                        3
## 409       No                16                 3                        3
## 410       No                24                 4                        3
## 411       No                21                 4                        3
## 412       No                12                 3                        2
## 413       No                21                 4                        1
## 414       No                13                 3                        3
## 415       No                16                 3                        4
## 416       No                14                 3                        3
## 417       No                14                 3                        3
## 418       No                18                 3                        4
## 419       No                13                 3                        2
## 420       No                18                 3                        3
## 421       No                15                 3                        3
## 422      Yes                15                 3                        1
## 423      Yes                18                 3                        2
## 424       No                15                 3                        3
## 425       No                11                 3                        3
## 426       No                13                 3                        3
## 427       No                13                 3                        2
## 428       No                17                 3                        1
## 429      Yes                14                 3                        4
## 430       No                13                 3                        2
## 431      Yes                11                 3                        1
## 432       No                16                 3                        2
## 433       No                20                 4                        1
## 434       No                13                 3                        3
## 435       No                12                 3                        2
## 436       No                18                 3                        1
## 437       No                17                 3                        4
## 438       No                13                 3                        4
## 439      Yes                14                 3                        3
## 440       No                13                 3                        3
## 441      Yes                14                 3                        4
## 442       No                17                 3                        3
## 443       No                11                 3                        3
## 444      Yes                18                 3                        1
## 445      Yes                17                 3                        3
## 446       No                12                 3                        3
## 447       No                15                 3                        4
## 448       No                18                 3                        3
## 449       No                11                 3                        4
## 450       No                15                 3                        1
## 451      Yes                13                 3                        1
## 452       No                13                 3                        3
## 453      Yes                18                 3                        4
## 454       No                14                 3                        2
## 455       No                11                 3                        1
## 456       No                14                 3                        2
## 457       No                11                 3                        1
## 458      Yes                22                 4                        4
## 459       No                22                 4                        4
## 460       No                16                 3                        3
## 461       No                17                 3                        4
## 462       No                11                 3                        3
## 463       No                11                 3                        4
## 464       No                20                 4                        4
## 465      Yes                16                 3                        4
## 466      Yes                11                 3                        3
## 467      Yes                21                 4                        4
## 468       No                12                 3                        2
## 469       No                18                 3                        4
## 470       No                11                 3                        3
## 471       No                11                 3                        3
## 472      Yes                24                 4                        2
## 473      Yes                14                 3                        2
## 474       No                13                 3                        2
## 475       No                16                 3                        4
## 476      Yes                21                 4                        3
## 477       No                19                 3                        4
## 478       No                12                 3                        1
## 479       No                13                 3                        3
## 480      Yes                25                 4                        1
## 481       No                12                 3                        1
## 482      Yes                19                 3                        2
## 483      Yes                15                 3                        2
## 484      Yes                18                 3                        3
## 485       No                12                 3                        4
## 486      Yes                11                 3                        1
## 487       No                13                 3                        3
## 488       No                17                 3                        4
## 489      Yes                13                 3                        4
## 490       No                11                 3                        4
## 491      Yes                11                 3                        4
## 492      Yes                11                 3                        2
## 493       No                11                 3                        3
## 494       No                19                 3                        4
## 495      Yes                13                 3                        1
## 496       No                14                 3                        3
## 497       No                21                 4                        4
## 498      Yes                12                 3                        3
## 499       No                13                 3                        2
## 500       No                19                 3                        3
## 501      Yes                14                 3                        4
## 502      Yes                14                 3                        2
## 503      Yes                11                 3                        3
## 504       No                11                 3                        3
## 505       No                19                 3                        2
## 506       No                12                 3                        1
## 507      Yes                13                 3                        2
## 508       No                11                 3                        2
## 509       No                17                 3                        3
## 510       No                12                 3                        4
## 511       No                11                 3                        3
## 512       No                21                 4                        2
## 513       No                13                 3                        1
## 514      Yes                12                 3                        3
## 515       No                24                 4                        3
## 516       No                18                 3                        4
## 517      Yes                18                 3                        3
## 518       No                22                 4                        2
## 519       No                12                 3                        1
## 520       No                16                 3                        4
## 521       No                16                 3                        3
## 522      Yes                17                 3                        3
## 523       No                17                 3                        3
## 524      Yes                17                 3                        3
## 525       No                17                 3                        1
## 526       No                12                 3                        1
## 527      Yes                11                 3                        1
## 528      Yes                12                 3                        4
## 529       No                18                 3                        1
## 530      Yes                18                 3                        1
## 531       No                18                 3                        1
## 532       No                13                 3                        1
## 533       No                24                 4                        3
## 534       No                18                 3                        2
## 535      Yes                11                 3                        4
## 536       No                14                 3                        4
## 537       No                16                 3                        3
## 538      Yes                11                 3                        3
## 539      Yes                16                 3                        2
## 540       No                13                 3                        4
## 541       No                13                 3                        1
## 542       No                19                 3                        2
## 543      Yes                15                 3                        4
## 544       No                14                 3                        2
## 545       No                11                 3                        3
## 546       No                12                 3                        2
## 547       No                11                 3                        3
## 548       No                14                 3                        4
## 549       No                17                 3                        3
## 550       No                16                 3                        1
## 551       No                12                 3                        2
## 552       No                13                 3                        4
## 553       No                21                 4                        4
## 554       No                17                 3                        1
## 555       No                14                 3                        4
## 556      Yes                11                 3                        3
## 557       No                11                 3                        3
## 558      Yes                13                 3                        4
## 559       No                13                 3                        4
## 560       No                17                 3                        2
## 561       No                12                 3                        3
## 562      Yes                14                 3                        2
## 563       No                14                 3                        2
## 564       No                20                 4                        3
## 565       No                21                 4                        3
## 566      Yes                12                 3                        3
## 567       No                13                 3                        4
## 568       No                11                 3                        4
## 569       No                17                 3                        1
## 570      Yes                18                 3                        4
## 571       No                21                 4                        3
## 572       No                19                 3                        1
## 573      Yes                12                 3                        3
## 574       No                21                 4                        3
## 575       No                20                 4                        4
## 576       No                18                 3                        3
## 577       No                14                 3                        1
## 578       No                14                 3                        4
## 579       No                13                 3                        4
## 580      Yes                11                 3                        2
## 581       No                11                 3                        3
## 582       No                14                 3                        2
## 583      Yes                16                 3                        3
## 584      Yes                20                 4                        1
## 585      Yes                13                 3                        4
## 586      Yes                15                 3                        3
## 587      Yes                12                 3                        4
## 588       No                23                 4                        2
## 589       No                18                 3                        1
## 590      Yes                15                 3                        3
## 591      Yes                14                 3                        2
## 592      Yes                23                 4                        3
## 593       No                15                 3                        4
## 594       No                14                 3                        4
## 595       No                13                 3                        4
## 596       No                22                 4                        1
## 597       No                16                 3                        1
## 598       No                22                 4                        2
## 599      Yes                20                 4                        2
## 600      Yes                16                 3                        1
## 601       No                13                 3                        3
## 602       No                14                 3                        2
## 603      Yes                12                 3                        3
## 604       No                13                 3                        1
## 605       No                13                 3                        3
## 606       No                19                 3                        3
## 607       No                11                 3                        4
## 608      Yes                24                 4                        3
## 609       No                12                 3                        4
## 610       No                19                 3                        4
## 611       No                12                 3                        2
## 612      Yes                17                 3                        1
## 613       No                20                 4                        1
## 614      Yes                13                 3                        2
## 615       No                11                 3                        1
## 616       No                14                 3                        3
## 617       No                11                 3                        4
## 618      Yes                21                 4                        3
## 619       No                15                 3                        1
## 620       No                18                 3                        3
## 621      Yes                18                 3                        2
## 622      Yes                19                 3                        3
## 623       No                16                 3                        3
## 624      Yes                16                 3                        3
## 625       No                11                 3                        3
## 626       No                11                 3                        2
## 627      Yes                12                 3                        3
## 628      Yes                14                 3                        2
## 629       No                18                 3                        2
## 630       No                14                 3                        2
## 631       No                20                 4                        2
## 632       No                21                 4                        1
## 633      Yes                12                 3                        3
## 634       No                22                 4                        1
## 635       No                16                 3                        1
## 636       No                13                 3                        2
## 637       No                17                 3                        4
## 638       No                18                 3                        3
## 639      Yes                11                 3                        2
## 640       No                11                 3                        2
## 641       No                22                 4                        2
## 642       No                12                 3                        2
## 643       No                15                 3                        2
## 644      Yes                23                 4                        2
## 645       No                17                 3                        1
## 646       No                11                 3                        1
## 647       No                12                 3                        4
## 648       No                15                 3                        3
## 649       No                14                 3                        2
## 650      Yes                14                 3                        2
## 651       No                19                 3                        2
## 652      Yes                18                 3                        2
## 653       No                17                 3                        3
## 654       No                21                 4                        2
## 655       No                16                 3                        3
## 656      Yes                13                 3                        3
## 657       No                16                 3                        4
## 658       No                20                 4                        1
## 659      Yes                15                 3                        4
## 660       No                13                 3                        3
## 661       No                15                 3                        4
## 662       No                12                 3                        3
## 663      Yes                12                 3                        2
## 664       No                20                 4                        1
## 665       No                20                 4                        3
## 666      Yes                12                 3                        4
## 667       No                14                 3                        4
## 668       No                13                 3                        1
## 669       No                18                 3                        1
## 670       No                14                 3                        1
## 671       No                13                 3                        1
## 672       No                14                 3                        3
## 673       No                14                 3                        4
## 674      Yes                19                 3                        1
## 675       No                17                 3                        1
## 676       No                14                 3                        3
## 677       No                15                 3                        1
## 678       No                11                 3                        1
## 679       No                13                 3                        2
## 680       No                15                 3                        2
## 681       No                12                 3                        1
## 682       No                20                 4                        1
## 683       No                14                 3                        2
## 684      Yes                16                 3                        2
## 685       No                11                 3                        3
## 686       No                25                 4                        4
## 687      Yes                12                 3                        1
## 688       No                21                 4                        4
## 689       No                22                 4                        3
## 690       No                13                 3                        4
## 691       No                11                 3                        3
## 692      Yes                12                 3                        4
## 693       No                23                 4                        2
## 694      Yes                23                 4                        3
## 695       No                14                 3                        3
## 696      Yes                18                 3                        1
## 697       No                25                 4                        2
## 698       No                16                 3                        4
## 699      Yes                12                 3                        3
## 700       No                11                 3                        1
## 701       No                11                 3                        4
## 702       No                20                 4                        1
## 703      Yes                11                 3                        2
## 704      Yes                11                 3                        3
## 705       No                17                 3                        4
## 706       No                14                 3                        4
## 707       No                15                 3                        2
## 708       No                18                 3                        4
## 709       No                11                 3                        2
## 710       No                11                 3                        4
## 711      Yes                23                 4                        4
## 712       No                12                 3                        3
## 713       No                11                 3                        3
## 714       No                11                 3                        1
## 715       No                15                 3                        2
## 716       No                11                 3                        3
## 717       No                18                 3                        1
## 718       No                13                 3                        4
## 719      Yes                24                 4                        1
## 720       No                17                 3                        2
## 721       No                15                 3                        3
## 722       No                17                 3                        1
## 723       No                14                 3                        3
## 724       No                11                 3                        2
## 725       No                13                 3                        4
## 726       No                12                 3                        4
## 727       No                15                 3                        2
## 728      Yes                17                 3                        4
## 729      Yes                18                 3                        2
## 730       No                14                 3                        3
## 731       No                21                 4                        3
## 732      Yes                18                 3                        1
## 733       No                12                 3                        1
## 734       No                12                 3                        4
## 735       No                13                 3                        3
## 736       No                14                 3                        2
## 737       No                11                 3                        1
## 738       No                17                 3                        4
## 739       No                16                 3                        2
## 740       No                14                 3                        4
## 741       No                18                 3                        4
## 742       No                21                 4                        3
## 743       No                17                 3                        1
## 744       No                13                 3                        3
## 745      Yes                22                 4                        2
## 746       No                14                 3                        2
## 747      Yes                15                 3                        4
## 748       No                20                 4                        3
## 749       No                13                 3                        2
## 750       No                14                 3                        1
## 751      Yes                14                 3                        2
## 752      Yes                11                 3                        1
## 753      Yes                15                 3                        3
## 754       No                21                 4                        3
## 755       No                12                 3                        1
## 756       No                14                 3                        3
## 757      Yes                25                 4                        4
## 758       No                14                 3                        2
## 759       No                19                 3                        4
## 760      Yes                16                 3                        1
## 761      Yes                20                 4                        3
## 762      Yes                11                 3                        3
## 763       No                13                 3                        1
## 764       No                12                 3                        1
## 765       No                19                 3                        3
## 766      Yes                14                 3                        1
## 767       No                13                 3                        3
## 768       No                15                 3                        3
## 769       No                11                 3                        3
## 770       No                13                 3                        4
## 771       No                14                 3                        3
## 772       No                25                 4                        3
## 773       No                25                 4                        4
## 774      Yes                17                 3                        1
## 775      Yes                14                 3                        3
## 776       No                18                 3                        4
## 777       No                21                 4                        1
## 778       No                12                 3                        3
## 779       No                20                 4                        3
## 780      Yes                14                 3                        2
## 781      Yes                22                 4                        4
## 782       No                11                 3                        1
## 783      Yes                11                 3                        3
## 784       No                12                 3                        1
## 785       No                11                 3                        4
## 786       No                11                 3                        3
## 787       No                11                 3                        4
## 788       No                15                 3                        1
## 789       No                12                 3                        2
## 790       No                18                 3                        4
## 791       No                25                 4                        1
## 792       No                15                 3                        4
## 793      Yes                19                 3                        4
## 794       No                13                 3                        2
## 795      Yes                15                 3                        1
## 796      Yes                11                 3                        1
## 797      Yes                14                 3                        2
## 798      Yes                17                 3                        3
## 799      Yes                25                 4                        2
## 800       No                20                 4                        1
## 801       No                19                 3                        1
## 802      Yes                13                 3                        3
## 803      Yes                14                 3                        4
## 804      Yes                22                 4                        1
## 805       No                12                 3                        3
## 806      Yes                13                 3                        4
## 807       No                11                 3                        2
## 808       No                24                 4                        1
## 809       No                12                 3                        2
## 810      Yes                16                 3                        4
## 811       No                11                 3                        3
## 812       No                11                 3                        2
## 813      Yes                12                 3                        4
## 814       No                11                 3                        3
## 815       No                19                 3                        4
## 816       No                13                 3                        2
## 817      Yes                24                 4                        2
## 818       No                11                 3                        4
## 819       No                13                 3                        4
## 820      Yes                11                 3                        4
## 821       No                17                 3                        4
## 822       No                14                 3                        4
## 823       No                21                 4                        4
## 824       No                12                 3                        3
## 825      Yes                12                 3                        2
## 826       No                17                 3                        4
## 827       No                13                 3                        1
## 828      Yes                12                 3                        4
## 829       No                14                 3                        2
## 830       No                11                 3                        3
## 831      Yes                15                 3                        3
## 832      Yes                19                 3                        4
## 833       No                12                 3                        3
## 834       No                25                 4                        3
## 835      Yes                15                 3                        4
## 836       No                13                 3                        4
## 837      Yes                15                 3                        4
## 838       No                12                 3                        4
## 839      Yes                12                 3                        3
## 840       No                12                 3                        4
## 841       No                13                 3                        3
## 842       No                13                 3                        1
## 843       No                22                 4                        3
## 844       No                11                 3                        4
## 845       No                12                 3                        1
## 846       No                12                 3                        4
## 847       No                14                 3                        4
## 848       No                17                 3                        1
## 849      Yes                12                 3                        1
## 850       No                18                 3                        1
## 851      Yes                11                 3                        3
## 852       No                13                 3                        1
## 853      Yes                12                 3                        4
## 854       No                19                 3                        3
## 855      Yes                11                 3                        4
## 856       No                13                 3                        1
## 857      Yes                11                 3                        3
## 858       No                24                 4                        1
## 859       No                21                 4                        4
## 860       No                11                 3                        4
## 861       No                14                 3                        2
## 862       No                14                 3                        4
## 863      Yes                13                 3                        2
## 864      Yes                12                 3                        4
## 865      Yes                18                 3                        4
## 866       No                11                 3                        3
## 867       No                18                 3                        1
## 868      Yes                17                 3                        3
## 869      Yes                19                 3                        3
## 870       No                11                 3                        4
##     StandardHours StockOptionLevel TotalWorkingYears TrainingTimesLastYear
## 1              80                1                 8                     3
## 2              80                0                21                     2
## 3              80                0                10                     2
## 4              80                2                14                     3
## 5              80                0                 6                     2
## 6              80                2                 9                     4
## 7              80                0                 7                     5
## 8              80                3                 8                     5
## 9              80                1                 1                     2
## 10             80                1                 8                     3
## 11             80                0                21                     2
## 12             80                1                 3                     2
## 13             80                0                17                     3
## 14             80                1                 1                     3
## 15             80                0                10                     3
## 16             80                1                 9                     2
## 17             80                1                 8                     2
## 18             80                0                 7                     2
## 19             80                3                 6                     3
## 20             80                1                10                     5
## 21             80                1                13                     2
## 22             80                0                12                     3
## 23             80                1                10                     3
## 24             80                0                10                     3
## 25             80                0                 6                     3
## 26             80                1                26                     5
## 27             80                1                10                     3
## 28             80                0                 6                     3
## 29             80                0                15                     2
## 30             80                1                 5                     3
## 31             80                3                 9                     2
## 32             80                3                14                     6
## 33             80                1                28                     2
## 34             80                1                10                     2
## 35             80                0                 8                     1
## 36             80                0                 5                     3
## 37             80                0                15                     3
## 38             80                3                16                     3
## 39             80                0                36                     4
## 40             80                1                 3                     4
## 41             80                1                37                     0
## 42             80                0                 9                     3
## 43             80                1                17                     2
## 44             80                0                24                     2
## 45             80                1                 1                     2
## 46             80                0                12                     3
## 47             80                0                10                     2
## 48             80                2                 9                     2
## 49             80                0                 0                     3
## 50             80                1                 6                     1
## 51             80                0                 8                     3
## 52             80                1                32                     3
## 53             80                1                10                     5
## 54             80                0                 9                     5
## 55             80                0                11                     2
## 56             80                2                 5                     2
## 57             80                0                 7                     2
## 58             80                0                10                     3
## 59             80                2                15                     2
## 60             80                0                 1                     4
## 61             80                1                16                     6
## 62             80                0                10                     0
## 63             80                1                 3                     1
## 64             80                0                 0                     4
## 65             80                1                 1                     3
## 66             80                2                 7                     5
## 67             80                0                17                     3
## 68             80                0                 5                     6
## 69             80                1                 5                     2
## 70             80                0                17                     3
## 71             80                1                12                     3
## 72             80                0                 6                     4
## 73             80                0                 8                     1
## 74             80                1                 6                     4
## 75             80                0                10                     2
## 76             80                0                12                     2
## 77             80                0                10                     3
## 78             80                0                27                     5
## 79             80                0                23                     2
## 80             80                3                 1                     4
## 81             80                0                15                     2
## 82             80                1                17                     3
## 83             80                1                10                     1
## 84             80                2                13                     2
## 85             80                0                18                     2
## 86             80                0                30                     4
## 87             80                0                20                     2
## 88             80                1                 5                     2
## 89             80                0                 9                     0
## 90             80                0                22                     2
## 91             80                1                 1                     3
## 92             80                1                11                     3
## 93             80                0                 7                     3
## 94             80                0                10                     4
## 95             80                0                21                     5
## 96             80                0                20                     3
## 97             80                1                23                     2
## 98             80                1                17                     2
## 99             80                3                 4                     3
## 100            80                1                 7                     2
## 101            80                0                 6                     3
## 102            80                1                13                     5
## 103            80                1                 6                     3
## 104            80                1                 5                     3
## 105            80                0                35                     2
## 106            80                1                 8                     2
## 107            80                1                10                     1
## 108            80                1                35                     0
## 109            80                1                13                     2
## 110            80                0                 4                     4
## 111            80                1                 3                     2
## 112            80                1                26                     2
## 113            80                0                18                     4
## 114            80                1                16                     2
## 115            80                3                15                     2
## 116            80                0                10                     2
## 117            80                0                 5                     4
## 118            80                1                10                     2
## 119            80                1                13                     2
## 120            80                0                14                     2
## 121            80                1                10                     2
## 122            80                0                 2                     6
## 123            80                1                18                     2
## 124            80                0                 8                     2
## 125            80                0                10                     3
## 126            80                0                10                     2
## 127            80                0                10                     5
## 128            80                2                10                     2
## 129            80                0                20                     3
## 130            80                1                25                     5
## 131            80                1                10                     3
## 132            80                0                 8                     1
## 133            80                3                 7                     4
## 134            80                0                 7                     3
## 135            80                1                 9                     3
## 136            80                1                 8                     2
## 137            80                1                 1                     1
## 138            80                1                22                     2
## 139            80                0                 8                     2
## 140            80                0                12                     3
## 141            80                1                33                     0
## 142            80                2                 2                     3
## 143            80                1                13                     3
## 144            80                1                 7                     5
## 145            80                3                15                     0
## 146            80                1                 4                     3
## 147            80                1                 8                     5
## 148            80                1                 8                     6
## 149            80                0                 6                     2
## 150            80                1                 6                     5
## 151            80                0                 9                     2
## 152            80                0                10                     2
## 153            80                1                13                     3
## 154            80                0                11                     3
## 155            80                2                 1                     3
## 156            80                1                 4                     2
## 157            80                1                15                     4
## 158            80                3                21                     4
## 159            80                1                18                     1
## 160            80                0                20                     6
## 161            80                2                10                     1
## 162            80                0                10                     2
## 163            80                0                 6                     3
## 164            80                0                10                     1
## 165            80                2                12                     3
## 166            80                0                 2                     3
## 167            80                2                27                     2
## 168            80                1                10                     2
## 169            80                2                18                     3
## 170            80                1                11                     1
## 171            80                1                10                     2
## 172            80                1                16                     4
## 173            80                0                28                     3
## 174            80                2                10                     3
## 175            80                1                22                     3
## 176            80                0                 2                     6
## 177            80                1                24                     2
## 178            80                1                 6                     2
## 179            80                0                 9                     2
## 180            80                0                12                     2
## 181            80                1                15                     2
## 182            80                1                11                     3
## 183            80                0                18                     2
## 184            80                0                 9                     3
## 185            80                1                 8                     3
## 186            80                1                 5                     3
## 187            80                2                 7                     6
## 188            80                3                29                     2
## 189            80                2                28                     4
## 190            80                0                 5                     3
## 191            80                2                11                     2
## 192            80                2                 9                     3
## 193            80                1                19                     5
## 194            80                1                14                     2
## 195            80                0                 5                     2
## 196            80                0                 1                     0
## 197            80                2                10                     4
## 198            80                1                22                     3
## 199            80                1                24                     4
## 200            80                1                 1                     2
## 201            80                0                22                     2
## 202            80                2                10                     3
## 203            80                1                14                     3
## 204            80                0                10                     4
## 205            80                1                 6                     5
## 206            80                0                 8                     0
## 207            80                0                 7                     2
## 208            80                0                17                     2
## 209            80                1                 8                     3
## 210            80                1                12                     2
## 211            80                1                21                     3
## 212            80                0                21                     3
## 213            80                0                 4                     2
## 214            80                1                 8                     4
## 215            80                0                 5                     0
## 216            80                1                 8                     3
## 217            80                1                18                     4
## 218            80                1                24                     3
## 219            80                0                 5                     4
## 220            80                0                 8                     2
## 221            80                0                 6                     5
## 222            80                2                 5                     4
## 223            80                1                 7                     2
## 224            80                1                 1                     2
## 225            80                2                10                     0
## 226            80                0                12                     6
## 227            80                1                 1                     3
## 228            80                1                 4                     2
## 229            80                1                 4                     2
## 230            80                1                30                     3
## 231            80                2                10                     3
## 232            80                0                 2                     3
## 233            80                0                25                     3
## 234            80                1                16                     4
## 235            80                2                25                     3
## 236            80                0                17                     2
## 237            80                0                24                     2
## 238            80                1                 6                     2
## 239            80                0                 6                     3
## 240            80                3                19                     3
## 241            80                1                10                     5
## 242            80                0                22                     4
## 243            80                1                 6                     3
## 244            80                0                 6                     2
## 245            80                1                10                     2
## 246            80                3                 8                     5
## 247            80                0                11                     2
## 248            80                1                 3                     2
## 249            80                2                12                     4
## 250            80                1                22                     2
## 251            80                3                 1                     2
## 252            80                2                12                     3
## 253            80                0                 1                     3
## 254            80                0                 2                     4
## 255            80                1                16                     5
## 256            80                0                 7                     2
## 257            80                1                 2                     5
## 258            80                2                 8                     3
## 259            80                3                 9                     3
## 260            80                1                 7                     2
## 261            80                0                 3                     3
## 262            80                0                11                     2
## 263            80                1                 8                     2
## 264            80                1                 3                     5
## 265            80                1                 6                     2
## 266            80                1                 6                     5
## 267            80                2                16                     3
## 268            80                0                 1                     2
## 269            80                3                 9                     2
## 270            80                1                 7                     1
## 271            80                2                10                     3
## 272            80                1                11                     2
## 273            80                1                 9                     5
## 274            80                2                11                     3
## 275            80                0                36                     3
## 276            80                1                28                     2
## 277            80                1                 2                     1
## 278            80                0                 9                     5
## 279            80                0                 6                     1
## 280            80                0                 4                     2
## 281            80                1                10                     3
## 282            80                0                20                     3
## 283            80                1                12                     3
## 284            80                3                13                     3
## 285            80                1                 7                     2
## 286            80                1                15                     3
## 287            80                0                 1                     2
## 288            80                1                 3                     2
## 289            80                1                10                     6
## 290            80                1                 3                     1
## 291            80                2                 8                     2
## 292            80                1                11                     3
## 293            80                0                 7                     2
## 294            80                2                14                     3
## 295            80                0                21                     2
## 296            80                1                 5                     3
## 297            80                0                10                     2
## 298            80                0                 9                     3
## 299            80                0                 4                     0
## 300            80                0                 5                     4
## 301            80                1                10                     3
## 302            80                1                 9                     3
## 303            80                1                 8                     1
## 304            80                0                10                     5
## 305            80                0                 7                     4
## 306            80                0                 6                     2
## 307            80                0                 8                     5
## 308            80                3                 6                     2
## 309            80                2                17                     3
## 310            80                1                 4                     4
## 311            80                1                 9                     3
## 312            80                0                22                     3
## 313            80                0                 7                     2
## 314            80                0                10                     2
## 315            80                0                10                     1
## 316            80                0                 9                     0
## 317            80                1                 6                     3
## 318            80                0                 4                     2
## 319            80                2                 8                     2
## 320            80                0                 1                     2
## 321            80                0                 5                     3
## 322            80                1                10                     4
## 323            80                1                10                     3
## 324            80                3                19                     2
## 325            80                1                21                     3
## 326            80                0                 1                     2
## 327            80                1                23                     4
## 328            80                1                 9                     3
## 329            80                1                20                     3
## 330            80                1                21                     5
## 331            80                0                23                     2
## 332            80                0                14                     2
## 333            80                3                 6                     2
## 334            80                0                 9                     3
## 335            80                1                30                     3
## 336            80                0                14                     4
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##     WorkLifeBalance YearsAtCompany YearsInCurrentRole
## 1                 2              5                  2
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##     YearsSinceLastPromotion YearsWithCurrManager
## 1                         0                    3
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#File for Classification Predictions
Case2PredictionsSeanMcWhirter_Attrition=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2CompSet No Attrition.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)
saveRDS(Case2PredictionsSeanMcWhirter_Attrition, file ="Case2PredictionsSeanMcWhirter_Attrition.Rds")
readRDS(Case2PredictionsSeanMcWhirter_Attrition, file ="Case2PredictionsSeanMcWhirter_Attrition.Rds")
##       ID Age    BusinessTravel DailyRate             Department
## 1   1171  35     Travel_Rarely       750 Research & Development
## 2   1172  33     Travel_Rarely       147        Human Resources
## 3   1173  26     Travel_Rarely      1330 Research & Development
## 4   1174  55     Travel_Rarely      1311 Research & Development
## 5   1175  29     Travel_Rarely      1246                  Sales
## 6   1176  51 Travel_Frequently      1456 Research & Development
## 7   1177  52        Non-Travel       585                  Sales
## 8   1178  39     Travel_Rarely      1387 Research & Development
## 9   1179  31     Travel_Rarely      1062 Research & Development
## 10  1180  31 Travel_Frequently       534 Research & Development
## 11  1181  40 Travel_Frequently      1469 Research & Development
## 12  1182  31     Travel_Rarely      1082 Research & Development
## 13  1183  33        Non-Travel       775 Research & Development
## 14  1184  50     Travel_Rarely       691 Research & Development
## 15  1185  33     Travel_Rarely       516 Research & Development
## 16  1186  42        Non-Travel       335 Research & Development
## 17  1187  33     Travel_Rarely       575 Research & Development
## 18  1188  29     Travel_Rarely       694 Research & Development
## 19  1189  55     Travel_Rarely       436                  Sales
## 20  1190  49     Travel_Rarely      1184                  Sales
## 21  1191  32     Travel_Rarely       267 Research & Development
## 22  1192  50     Travel_Rarely      1126 Research & Development
## 23  1193  54     Travel_Rarely       157 Research & Development
## 24  1194  24 Travel_Frequently       897        Human Resources
## 25  1195  45     Travel_Rarely      1038 Research & Development
## 26  1196  36        Non-Travel       635                  Sales
## 27  1197  41        Non-Travel       552        Human Resources
## 28  1198  21     Travel_Rarely      1343                  Sales
## 29  1199  36     Travel_Rarely       335                  Sales
## 30  1200  30 Travel_Frequently       109 Research & Development
## 31  1201  35 Travel_Frequently       146 Research & Development
## 32  1202  46     Travel_Rarely       717 Research & Development
## 33  1203  39     Travel_Rarely       903                  Sales
## 34  1204  35     Travel_Rarely       185 Research & Development
## 35  1205  21     Travel_Rarely      1334 Research & Development
## 36  1206  30     Travel_Rarely      1358                  Sales
## 37  1207  42 Travel_Frequently       555                  Sales
## 38  1208  45 Travel_Frequently      1297 Research & Development
## 39  1209  39 Travel_Frequently       672 Research & Development
## 40  1210  48     Travel_Rarely       715 Research & Development
## 41  1211  38     Travel_Rarely       364 Research & Development
## 42  1212  21     Travel_Rarely       546 Research & Development
## 43  1213  55     Travel_Rarely       836 Research & Development
## 44  1214  59     Travel_Rarely      1429 Research & Development
## 45  1215  58     Travel_Rarely      1145 Research & Development
## 46  1216  49 Travel_Frequently      1064 Research & Development
## 47  1217  52     Travel_Rarely      1490 Research & Development
## 48  1218  37     Travel_Rarely       589                  Sales
## 49  1219  37        Non-Travel      1413 Research & Development
## 50  1220  26 Travel_Frequently       921 Research & Development
## 51  1221  52     Travel_Rarely       621                  Sales
## 52  1222  33 Travel_Frequently      1392 Research & Development
## 53  1223  32        Non-Travel       300 Research & Development
## 54  1224  51     Travel_Rarely      1178                  Sales
## 55  1225  39     Travel_Rarely      1329                  Sales
## 56  1226  39 Travel_Frequently      1218 Research & Development
## 57  1227  33     Travel_Rarely       527 Research & Development
## 58  1228  30        Non-Travel      1400 Research & Development
## 59  1229  30     Travel_Rarely       979                  Sales
## 60  1230  44     Travel_Rarely       986 Research & Development
## 61  1231  40     Travel_Rarely      1398                  Sales
## 62  1232  31     Travel_Rarely       741 Research & Development
## 63  1233  20     Travel_Rarely      1097 Research & Development
## 64  1234  42 Travel_Frequently       481                  Sales
## 65  1235  32     Travel_Rarely       495 Research & Development
## 66  1236  33     Travel_Rarely       118                  Sales
## 67  1237  53     Travel_Rarely       102 Research & Development
## 68  1238  33 Travel_Frequently      1111                  Sales
## 69  1239  24 Travel_Frequently       535                  Sales
## 70  1240  42     Travel_Rarely       603 Research & Development
## 71  1241  35     Travel_Rarely       755 Research & Development
## 72  1242  44     Travel_Rarely       200 Research & Development
## 73  1243  54     Travel_Rarely       376 Research & Development
## 74  1244  37     Travel_Rarely       783 Research & Development
## 75  1245  43 Travel_Frequently       422 Research & Development
## 76  1246  28     Travel_Rarely       640 Research & Development
## 77  1247  57     Travel_Rarely       593 Research & Development
## 78  1248  30 Travel_Frequently      1312 Research & Development
## 79  1249  36 Travel_Frequently       469 Research & Development
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##     DistanceFromHome Education   EducationField EmployeeCount
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##     EmployeeNumber EnvironmentSatisfaction Gender HourlyRate
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## 2             1207                       2   Male         99
## 3             1107                       1   Male         37
## 4              505                       3 Female         97
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## 300            903                       3 Female         35
##     JobInvolvement JobLevel                   JobRole JobSatisfaction
## 1                4        2     Laboratory Technician               3
## 2                3        1           Human Resources               3
## 3                3        1     Laboratory Technician               3
## 4                3        4                   Manager               4
## 5                2        2           Sales Executive               3
## 6                2        3 Healthcare Representative               1
## 7                3        1      Sales Representative               4
## 8                3        2    Manufacturing Director               1
## 9                2        2 Healthcare Representative               1
## 10               3        3 Healthcare Representative               3
## 11               3        1        Research Scientist               2
## 12               3        1        Research Scientist               2
## 13               3        2        Research Scientist               2
## 14               3        4         Research Director               3
## 15               3        2 Healthcare Representative               3
## 16               2        2        Research Scientist               3
## 17               2        2    Manufacturing Director               2
## 18               2        4         Research Director               4
## 19               3        2           Sales Executive               4
## 20               3        3           Sales Executive               4
## 21               2        1     Laboratory Technician               2
## 22               3        4         Research Director               4
## 23               3        2    Manufacturing Director               1
## 24               3        1           Human Resources               4
## 25               1        3 Healthcare Representative               1
## 26               3        3           Sales Executive               4
## 27               1        2           Human Resources               2
## 28               3        1      Sales Representative               3
## 29               2        2           Sales Executive               2
## 30               3        1     Laboratory Technician               2
## 31               2        1        Research Scientist               4
## 32               3        2 Healthcare Representative               2
## 33               4        3           Sales Executive               3
## 34               1        1     Laboratory Technician               3
## 35               2        1     Laboratory Technician               1
## 36               3        2           Sales Executive               3
## 37               3        4           Sales Executive               2
## 38               3        2 Healthcare Representative               3
## 39               2        5                   Manager               4
## 40               2        5         Research Director               4
## 41               3        2        Research Scientist               3
## 42               3        1        Research Scientist               4
## 43               3        4                   Manager               3
## 44               3        3    Manufacturing Director               4
## 45               2        1        Research Scientist               2
## 46               3        5         Research Director               4
## 47               3        4                   Manager               4
## 48               2        2           Sales Executive               2
## 49               4        1     Laboratory Technician               3
## 50               2        1        Research Scientist               3
## 51               2        4                   Manager               1
## 52               3        1        Research Scientist               3
## 53               3        1     Laboratory Technician               4
## 54               3        2           Sales Executive               4
## 55               2        2           Sales Executive               3
## 56               3        5                   Manager               3
## 57               3        1        Research Scientist               4
## 58               3        1     Laboratory Technician               4
## 59               2        3           Sales Executive               1
## 60               4        1     Laboratory Technician               4
## 61               3        5                   Manager               3
## 62               3        1     Laboratory Technician               3
## 63               2        1        Research Scientist               1
## 64               3        4           Sales Executive               1
## 65               3        3                   Manager               4
## 66               3        2           Sales Executive               1
## 67               3        4         Research Director               4
## 68               3        2           Sales Executive               4
## 69               3        1      Sales Representative               4
## 70               4        2        Research Scientist               2
## 71               2        2 Healthcare Representative               2
## 72               3        2        Research Scientist               4
## 73               3        2    Manufacturing Director               1
## 74               3        2        Research Scientist               1
## 75               3        2 Healthcare Representative               4
## 76               3        1        Research Scientist               1
## 77               3        2 Healthcare Representative               3
## 78               2        1        Research Scientist               1
## 79               3        1        Research Scientist               2
## 80               3        1           Human Resources               2
## 81               3        2     Laboratory Technician               3
## 82               4        2           Sales Executive               4
## 83               3        2        Research Scientist               1
## 84               2        2           Human Resources               2
## 85               3        2     Laboratory Technician               4
## 86               4        4    Manufacturing Director               3
## 87               3        3         Research Director               2
## 88               2        5                   Manager               3
## 89               2        3 Healthcare Representative               3
## 90               2        2           Sales Executive               1
## 91               4        3 Healthcare Representative               4
## 92               3        2     Laboratory Technician               4
## 93               3        1        Research Scientist               4
## 94               3        5         Research Director               2
## 95               3        2           Sales Executive               1
## 96               3        2           Sales Executive               4
## 97               1        3 Healthcare Representative               4
## 98               3        2    Manufacturing Director               1
## 99               3        1        Research Scientist               3
## 100              2        1        Research Scientist               2
## 101              3        3                   Manager               4
## 102              2        3    Manufacturing Director               3
## 103              3        1     Laboratory Technician               4
## 104              3        4         Research Director               3
## 105              2        1      Sales Representative               1
## 106              4        2    Manufacturing Director               4
## 107              4        2     Laboratory Technician               1
## 108              3        2           Sales Executive               4
## 109              3        1           Human Resources               1
## 110              4        4                   Manager               4
## 111              3        2           Sales Executive               3
## 112              3        3    Manufacturing Director               2
## 113              2        2 Healthcare Representative               4
## 114              3        2    Manufacturing Director               4
## 115              3        4                   Manager               4
## 116              2        2           Sales Executive               4
## 117              3        1        Research Scientist               2
## 118              3        3           Sales Executive               4
## 119              2        1     Laboratory Technician               2
## 120              3        4           Sales Executive               3
## 121              3        2           Sales Executive               2
## 122              2        3    Manufacturing Director               3
## 123              3        5                   Manager               3
## 124              4        2     Laboratory Technician               4
## 125              4        2           Sales Executive               1
## 126              3        4           Sales Executive               4
## 127              3        1      Sales Representative               3
## 128              2        4                   Manager               3
## 129              3        5         Research Director               1
## 130              2        2    Manufacturing Director               3
## 131              3        1     Laboratory Technician               3
## 132              3        4         Research Director               1
## 133              2        4 Healthcare Representative               3
## 134              2        2           Sales Executive               2
## 135              3        3           Sales Executive               4
## 136              4        3                   Manager               2
## 137              3        2 Healthcare Representative               4
## 138              2        1     Laboratory Technician               2
## 139              1        1     Laboratory Technician               3
## 140              2        2           Sales Executive               2
## 141              3        2     Laboratory Technician               2
## 142              3        5                   Manager               4
## 143              3        3    Manufacturing Director               4
## 144              3        1        Research Scientist               3
## 145              3        3 Healthcare Representative               2
## 146              3        2           Sales Executive               2
## 147              1        2     Laboratory Technician               4
## 148              1        1      Sales Representative               3
## 149              3        1        Research Scientist               4
## 150              2        5                   Manager               4
## 151              2        1        Research Scientist               4
## 152              3        2     Laboratory Technician               4
## 153              2        4 Healthcare Representative               2
## 154              3        3    Manufacturing Director               3
## 155              2        1        Research Scientist               4
## 156              2        1     Laboratory Technician               1
## 157              2        1        Research Scientist               3
## 158              2        3           Sales Executive               2
## 159              3        1        Research Scientist               4
## 160              2        3 Healthcare Representative               1
## 161              3        2    Manufacturing Director               1
## 162              1        2    Manufacturing Director               2
## 163              3        1        Research Scientist               1
## 164              3        1     Laboratory Technician               3
## 165              4        2     Laboratory Technician               4
## 166              3        1        Research Scientist               4
## 167              3        5                   Manager               2
## 168              3        2           Sales Executive               2
## 169              4        1     Laboratory Technician               3
## 170              3        2           Sales Executive               3
## 171              4        1        Research Scientist               1
## 172              3        1     Laboratory Technician               1
## 173              2        2 Healthcare Representative               1
## 174              3        1     Laboratory Technician               4
## 175              3        1     Laboratory Technician               2
## 176              2        2        Research Scientist               2
## 177              3        1        Research Scientist               1
## 178              2        1     Laboratory Technician               4
## 179              3        5                   Manager               4
## 180              4        4           Sales Executive               4
## 181              1        1     Laboratory Technician               4
## 182              4        1        Research Scientist               3
## 183              2        1     Laboratory Technician               3
## 184              2        2           Sales Executive               2
## 185              2        4         Research Director               2
## 186              3        2           Sales Executive               1
## 187              2        4         Research Director               2
## 188              2        1     Laboratory Technician               3
## 189              3        3    Manufacturing Director               3
## 190              3        2    Manufacturing Director               3
## 191              2        2           Sales Executive               2
## 192              2        2     Laboratory Technician               3
## 193              4        2        Research Scientist               1
## 194              3        1        Research Scientist               3
## 195              3        1      Sales Representative               3
## 196              2        1     Laboratory Technician               4
## 197              3        3           Human Resources               1
## 198              1        2    Manufacturing Director               3
## 199              3        4                   Manager               2
## 200              3        2        Research Scientist               3
## 201              3        5         Research Director               3
## 202              3        1        Research Scientist               4
## 203              3        1     Laboratory Technician               3
## 204              1        3    Manufacturing Director               1
## 205              2        4    Manufacturing Director               3
## 206              3        1        Research Scientist               4
## 207              3        2           Sales Executive               4
## 208              3        2           Sales Executive               2
## 209              3        2           Sales Executive               2
## 210              3        5                   Manager               4
## 211              3        1        Research Scientist               1
## 212              3        2        Research Scientist               4
## 213              4        2    Manufacturing Director               1
## 214              4        2        Research Scientist               3
## 215              3        1     Laboratory Technician               1
## 216              3        1      Sales Representative               3
## 217              4        1        Research Scientist               3
## 218              3        2    Manufacturing Director               3
## 219              3        1        Research Scientist               4
## 220              3        2    Manufacturing Director               4
## 221              2        2           Sales Executive               3
## 222              3        1      Sales Representative               2
## 223              3        5                   Manager               4
## 224              3        5         Research Director               3
## 225              2        2    Manufacturing Director               4
## 226              3        3 Healthcare Representative               3
## 227              3        2        Research Scientist               3
## 228              3        2 Healthcare Representative               3
## 229              1        2           Sales Executive               4
## 230              3        1     Laboratory Technician               1
## 231              3        1     Laboratory Technician               1
## 232              3        2           Sales Executive               1
## 233              4        5                   Manager               1
## 234              1        1     Laboratory Technician               3
## 235              3        2           Sales Executive               4
## 236              4        1        Research Scientist               3
## 237              3        1     Laboratory Technician               4
## 238              1        2 Healthcare Representative               1
## 239              3        5                   Manager               1
## 240              3        4                   Manager               2
## 241              3        1        Research Scientist               3
## 242              3        1        Research Scientist               2
## 243              3        5         Research Director               3
## 244              3        2           Sales Executive               2
## 245              3        2        Research Scientist               2
## 246              4        2 Healthcare Representative               2
## 247              3        1     Laboratory Technician               4
## 248              3        1     Laboratory Technician               4
## 249              4        3    Manufacturing Director               2
## 250              3        1        Research Scientist               3
## 251              2        1        Research Scientist               2
## 252              1        5         Research Director               3
## 253              2        5                   Manager               4
## 254              3        1        Research Scientist               4
## 255              3        4                   Manager               3
## 256              2        3 Healthcare Representative               4
## 257              4        2    Manufacturing Director               3
## 258              3        2    Manufacturing Director               3
## 259              2        2           Sales Executive               4
## 260              3        4                   Manager               1
## 261              4        4         Research Director               4
## 262              3        3           Sales Executive               3
## 263              3        4                   Manager               3
## 264              3        2           Sales Executive               3
## 265              4        2    Manufacturing Director               3
## 266              3        1        Research Scientist               4
## 267              4        3 Healthcare Representative               4
## 268              4        2           Sales Executive               4
## 269              2        1     Laboratory Technician               1
## 270              3        3 Healthcare Representative               3
## 271              1        2      Sales Representative               4
## 272              4        1     Laboratory Technician               1
## 273              3        2    Manufacturing Director               1
## 274              4        1      Sales Representative               2
## 275              2        1           Human Resources               4
## 276              3        1     Laboratory Technician               1
## 277              2        2           Sales Executive               1
## 278              3        3 Healthcare Representative               3
## 279              1        3           Sales Executive               3
## 280              3        1     Laboratory Technician               4
## 281              2        1     Laboratory Technician               4
## 282              1        1        Research Scientist               4
## 283              2        3           Sales Executive               3
## 284              3        1        Research Scientist               3
## 285              3        2           Sales Executive               2
## 286              2        1     Laboratory Technician               3
## 287              1        1     Laboratory Technician               4
## 288              3        1        Research Scientist               2
## 289              3        1     Laboratory Technician               3
## 290              3        1        Research Scientist               3
## 291              3        2 Healthcare Representative               2
## 292              3        1        Research Scientist               1
## 293              2        1        Research Scientist               2
## 294              2        2           Sales Executive               2
## 295              3        1        Research Scientist               4
## 296              3        1     Laboratory Technician               3
## 297              3        2           Sales Executive               3
## 298              1        1     Laboratory Technician               3
## 299              4        5                   Manager               4
## 300              3        2           Sales Executive               4
##     MaritalStatus MonthlyIncome MonthlyRate NumCompaniesWorked Over18
## 1         Married          3407       25348                  1      Y
## 2         Married          3600        8429                  1      Y
## 3        Divorced          2377       19373                  1      Y
## 4          Single         16659       23258                  2      Y
## 5        Divorced          8620       23757                  1      Y
## 6          Single          7484       25796                  3      Y
## 7        Divorced          3482       19788                  2      Y
## 8         Married          5377        3835                  2      Y
## 9          Single          6812       17198                  1      Y
## 10        Married          9824       22908                  3      Y
## 11       Divorced          3617       25063                  8      Y
## 12         Single          2501       18775                  1      Y
## 13       Divorced          3055        6194                  5      Y
## 14        Married         17639        6881                  5      Y
## 15         Single          6388       22049                  2      Y
## 16         Single          4332       14811                  1      Y
## 17         Single          4320       24152                  1      Y
## 18       Divorced         16124        3423                  3      Y
## 19         Single          5160       21519                  4      Y
## 20        Married          7654        5860                  1      Y
## 21         Single          2837       15919                  1      Y
## 22       Divorced         17399        6615                  9      Y
## 23         Single          4440       25198                  6      Y
## 24        Married          2145        2097                  0      Y
## 25       Divorced         10851       19863                  2      Y
## 26         Single          9980       15318                  1      Y
## 27        Married          6430       20794                  6      Y
## 28         Single          3447       24444                  1      Y
## 29        Married          5507       16822                  2      Y
## 30         Single          2422       25725                  0      Y
## 31         Single          4930       13970                  0      Y
## 32         Single          5562        9697                  6      Y
## 33         Single          7880        2560                  0      Y
## 34        Married          2705        9696                  0      Y
## 35         Single          1416       17258                  1      Y
## 36        Married          5301        2939                  8      Y
## 37        Married         13525       14864                  5      Y
## 38         Single          5399       14511                  4      Y
## 39        Married         19272       21141                  1      Y
## 40         Single         18265        8733                  6      Y
## 41         Single          4317        2302                  3      Y
## 42         Single          3117       26009                  1      Y
## 43       Divorced         14756       19730                  2      Y
## 44         Single         10512       20002                  6      Y
## 45        Married          3346       11873                  4      Y
## 46        Married         19161       13738                  3      Y
## 47        Married         16555       10310                  2      Y
## 48        Married          4189        8800                  1      Y
## 49         Single          3500       25470                  0      Y
## 50       Divorced          2007       25265                  1      Y
## 51        Married         16856       10084                  1      Y
## 52        Married          2909       23159                  1      Y
## 53       Divorced          2314        9148                  0      Y
## 54        Married          4936       14862                  4      Y
## 55        Married          5902       14590                  4      Y
## 56       Divorced         19197        8213                  1      Y
## 57         Single          2686        5207                  1      Y
## 58        Married          2097       16734                  4      Y
## 59       Divorced          7140        3088                  2      Y
## 60        Married          2818        5044                  2      Y
## 61        Married         18041       13022                  0      Y
## 62        Married          3477       18103                  1      Y
## 63         Single          2600       18275                  1      Y
## 64         Single         13758        2447                  0      Y
## 65         Single         11244       21072                  2      Y
## 66         Single          5324       26507                  5      Y
## 67         Single         14275       20206                  6      Y
## 68        Married          9998       19293                  6      Y
## 69        Married          2400        5530                  0      Y
## 70        Married          2372        5628                  6      Y
## 71         Single          6540       19394                  9      Y
## 72         Single          4541        7744                  1      Y
## 73       Divorced          5485       22670                  9      Y
## 74        Married          4284       13588                  5      Y
## 75        Married          5562       21782                  4      Y
## 76         Single          2080        4732                  2      Y
## 77        Married          6755        2967                  2      Y
## 78         Single          4968       26427                  0      Y
## 79        Married          3692        9256                  1      Y
## 80        Married          2143       25527                  4      Y
## 81        Married          5429       17491                  4      Y
## 82       Divorced          9725       12278                  0      Y
## 83       Divorced          3072       19877                  2      Y
## 84        Married          4490       21833                  4      Y
## 85        Married          5415       15972                  3      Y
## 86        Married         13247        9731                  2      Y
## 87         Single         11994       21293                  0      Y
## 88         Single         19068       21030                  1      Y
## 89         Single         10965       12066                  8      Y
## 90         Single          5326        3064                  6      Y
## 91        Married          7879       14810                  1      Y
## 92        Married          6472        8989                  1      Y
## 93         Single          3445        6152                  1      Y
## 94        Married         18172        9755                  3      Y
## 95        Married          4639       11262                  1      Y
## 96       Divorced          4127       19188                  2      Y
## 97       Divorced         10883       20467                  3      Y
## 98        Married          5151       12315                  1      Y
## 99         Single          2058       19757                  0      Y
## 100        Single          1261       22262                  1      Y
## 101        Single         13591       14674                  3      Y
## 102        Single          8474       20925                  1      Y
## 103       Married          3691        4605                  1      Y
## 104       Married         17584       21016                  3      Y
## 105       Married          2033       14470                  1      Y
## 106       Married          5472        3334                  1      Y
## 107       Married          5562       19711                  3      Y
## 108      Divorced          6583       20115                  2      Y
## 109      Divorced          2073       23648                  4      Y
## 110        Single         17328       13871                  2      Y
## 111       Married          4614       23288                  0      Y
## 112        Single          8095       18264                  0      Y
## 113      Divorced          5731       17171                  7      Y
## 114       Married          6261        4185                  3      Y
## 115       Married         17875       11761                  4      Y
## 116       Married          6804       23683                  3      Y
## 117       Married          3579        9369                  0      Y
## 118       Married          7639       24525                  1      Y
## 119      Divorced          2694       26551                  1      Y
## 120        Single         13872       24409                  0      Y
## 121       Married          4440        7636                  0      Y
## 122       Married          7969       19609                  2      Y
## 123       Married         19331       19519                  4      Y
## 124       Married          2571       12290                  4      Y
## 125       Married          4639        2261                  2      Y
## 126       Married         11836       22789                  5      Y
## 127        Single          2642        2755                  1      Y
## 128       Married         17046        9314                  0      Y
## 129       Married         19406        8509                  4      Y
## 130       Married          4374       15411                  0      Y
## 131       Married          2339        3666                  8      Y
## 132       Married         16328       22074                  3      Y
## 133        Single         13964       17810                  7      Y
## 134        Single          9907       26186                  7      Y
## 135       Married         10239       18092                  3      Y
## 136      Divorced         11996       19100                  7      Y
## 137       Married          6586        4821                  0      Y
## 138       Married          4841       24052                  4      Y
## 139       Married          4621        5869                  1      Y
## 140        Single          7991       25166                  8      Y
## 141      Divorced          2348       10901                  8      Y
## 142      Divorced         18430       16225                  1      Y
## 143        Single          7945       19948                  6      Y
## 144        Single          3038       12430                  3      Y
## 145      Divorced          7441       20933                  1      Y
## 146        Single          9355        9558                  1      Y
## 147        Single          4272        9558                  4      Y
## 148        Single          1359       16154                  1      Y
## 149        Single          3310        4488                  1      Y
## 150       Married         19586       23037                  1      Y
## 151       Married          2911       14776                  1      Y
## 152        Single          2450       10919                  2      Y
## 153       Married         13503       14115                  1      Y
## 154        Single          9667        2739                  9      Y
## 155        Single          2342       22929                  0      Y
## 156       Married          2218       16193                  1      Y
## 157      Divorced          2029       15891                  1      Y
## 158        Single          9094       17235                  2      Y
## 159        Single          1232       19281                  1      Y
## 160       Married          9884        8302                  2      Y
## 161       Married          6516        5041                  2      Y
## 162       Married          6549        3173                  1      Y
## 163        Single          2960       17102                  2      Y
## 164      Divorced          3339       17285                  3      Y
## 165       Married          5231       23726                  2      Y
## 166        Single          2201       18168                  9      Y
## 167      Divorced         19847       19196                  4      Y
## 168       Married          6349       22107                  0      Y
## 169       Married          3221        3297                  1      Y
## 170        Single          4859        6698                  1      Y
## 171        Single          3424       21632                  7      Y
## 172       Married          2362       14669                  4      Y
## 173        Single          6811       23398                  8      Y
## 174        Single          2288        6319                  1      Y
## 175      Divorced          3816       17881                  1      Y
## 176       Married          5130       24907                  1      Y
## 177       Married          3580       10554                  2      Y
## 178       Married          2690        7713                  1      Y
## 179       Married         19513        9358                  4      Y
## 180       Married         13320       11737                  3      Y
## 181      Divorced          4364        5288                  3      Y
## 182      Divorced          2645       21923                  1      Y
## 183       Married          3690        3425                  2      Y
## 184      Divorced          8938       12227                  2      Y
## 185      Divorced         14336        4345                  1      Y
## 186        Single          8381        7507                  7      Y
## 187        Single         16704       17119                  1      Y
## 188        Single          3033       12828                  1      Y
## 189      Divorced         10502        9659                  7      Y
## 190        Single          4534       13352                  0      Y
## 191      Divorced          5209       19760                  1      Y
## 192      Divorced          3069       10302                  0      Y
## 193       Married          5208       26312                  1      Y
## 194       Married          2821        2997                  3      Y
## 195       Married          2096       26376                  1      Y
## 196        Single          3983        7621                  0      Y
## 197      Divorced          9950       11533                  9      Y
## 198       Married          4345        4381                  0      Y
## 199      Divorced         14026       17588                  1      Y
## 200       Married          2897       22474                  3      Y
## 201      Divorced         19419        3735                  2      Y
## 202       Married          2044        5531                  1      Y
## 203      Divorced          2232       15417                  7      Y
## 204      Divorced         10252        4235                  2      Y
## 205       Married         12965       22308                  4      Y
## 206       Married          3929        6984                  8      Y
## 207        Single          5253       20750                  1      Y
## 208        Single          5147       10697                  8      Y
## 209        Single          4198       16379                  2      Y
## 210      Divorced         19517       24118                  3      Y
## 211        Single          3102        6582                  0      Y
## 212       Married          3697        9278                  9      Y
## 213        Single          5980       26085                  6      Y
## 214       Married          5175       22162                  5      Y
## 215      Divorced          2576       20490                  3      Y
## 216       Married          2308        4944                  0      Y
## 217       Married          2451       22376                  6      Y
## 218       Married          6179       21057                  1      Y
## 219      Divorced          2904       16092                  1      Y
## 220        Single          7779       23238                  2      Y
## 221      Divorced          6118        5431                  1      Y
## 222      Divorced          2297       17967                  1      Y
## 223       Married         19232        4933                  1      Y
## 224        Single         19537        6462                  7      Y
## 225       Married          4775       19146                  6      Y
## 226       Married          7632       14295                  4      Y
## 227        Single          4249        2690                  1      Y
## 228       Married          5689       24594                  1      Y
## 229       Married          7457       13273                  2      Y
## 230      Divorced          3034       26914                  1      Y
## 231      Divorced          2074       26619                  1      Y
## 232       Married          4194       14363                  1      Y
## 233      Divorced         19190       17477                  1      Y
## 234        Single          4230       19225                  0      Y
## 235       Married          5617       21075                  1      Y
## 236        Single          2506       13301                  3      Y
## 237        Single          2496        6670                  4      Y
## 238       Married          9715        7288                  3      Y
## 239        Single         19045       18938                  0      Y
## 240        Single         16835        9873                  3      Y
## 241        Single          3375       17624                  0      Y
## 242        Single          2718       17674                  2      Y
## 243       Married         19237       12853                  2      Y
## 244        Single          9278       20763                  3      Y
## 245      Divorced          5605        8504                  1      Y
## 246       Married          5488       20161                  1      Y
## 247       Married          3722       21081                  6      Y
## 248       Married          2659       17759                  1      Y
## 249        Single          7446        8931                  1      Y
## 250       Married          3506        6020                  0      Y
## 251        Single          2313        2993                  4      Y
## 252      Divorced         19973       20284                  1      Y
## 253      Divorced         19141        8861                  3      Y
## 254       Married          1706       16571                  1      Y
## 255       Married         17465       15596                  3      Y
## 256        Single         10496        2755                  6      Y
## 257       Married          6434        5118                  4      Y
## 258        Single          4695       12858                  7      Y
## 259        Single          5828        8450                  1      Y
## 260      Divorced         16823       18991                  2      Y
## 261      Divorced         14732       12414                  2      Y
## 262      Divorced          9852        8935                  1      Y
## 263        Single         17444       20489                  1      Y
## 264      Divorced          6728       14255                  7      Y
## 265      Divorced          4011        8232                  0      Y
## 266       Married          2132        4585                  4      Y
## 267       Married          7005        3458                  3      Y
## 268      Divorced          5460        6219                  4      Y
## 269        Single          3646       17181                  2      Y
## 270      Divorced         10388        6975                  1      Y
## 271       Married          5405        4244                  2      Y
## 272       Married          1601        3445                  1      Y
## 273        Single          9936        3787                  0      Y
## 274        Single          2716       25422                  1      Y
## 275        Single          2564       18437                  1      Y
## 276        Single          2062       19384                  3      Y
## 277        Single          4294       11148                  1      Y
## 278       Married          7510       16873                  1      Y
## 279       Married          9610        3840                  3      Y
## 280        Single          2871       23785                  1      Y
## 281      Divorced          2367       18779                  5      Y
## 282      Divorced          2720       18959                  1      Y
## 283       Married         10686        8392                  6      Y
## 284       Married          2942       12154                  2      Y
## 285        Single          5765       17485                  5      Y
## 286        Single          3989       20586                  1      Y
## 287      Divorced          2778       17725                  4      Y
## 288        Single          2478       20938                  1      Y
## 289      Divorced          3161       19920                  3      Y
## 290       Married          2773       12145                  0      Y
## 291        Single          5933        5197                  9      Y
## 292      Divorced          2782       19905                  0      Y
## 293       Married          2141        5348                  1      Y
## 294       Married          5390       13243                  2      Y
## 295       Married          2061       11133                  1      Y
## 296        Single          2519       12287                  4      Y
## 297        Single          5010       24301                  1      Y
## 298        Single          2293       10558                  1      Y
## 299       Married         19202       15970                  0      Y
## 300       Married          4537       17783                  0      Y
##     OverTime PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1         No                17                 3                        4
## 2         No                13                 3                        4
## 3         No                20                 4                        3
## 4        Yes                13                 3                        3
## 5         No                14                 3                        3
## 6         No                20                 4                        3
## 7         No                15                 3                        2
## 8         No                13                 3                        4
## 9         No                19                 3                        2
## 10        No                12                 3                        1
## 11       Yes                14                 3                        4
## 12        No                17                 3                        2
## 13        No                15                 3                        4
## 14        No                16                 3                        4
## 15       Yes                17                 3                        1
## 16        No                12                 3                        4
## 17        No                13                 3                        4
## 18        No                14                 3                        2
## 19        No                16                 3                        3
## 20        No                18                 3                        1
## 21        No                13                 3                        3
## 22        No                22                 4                        3
## 23       Yes                19                 3                        4
## 24        No                14                 3                        4
## 25       Yes                18                 3                        2
## 26        No                14                 3                        4
## 27        No                19                 3                        2
## 28        No                11                 3                        3
## 29        No                16                 3                        3
## 30        No                17                 3                        1
## 31       Yes                14                 3                        3
## 32        No                14                 3                        4
## 33        No                18                 3                        4
## 34        No                16                 3                        2
## 35        No                13                 3                        1
## 36        No                15                 3                        3
## 37        No                14                 3                        4
## 38        No                12                 3                        3
## 39        No                15                 3                        1
## 40        No                12                 3                        3
## 41       Yes                20                 4                        2
## 42        No                18                 3                        3
## 43       Yes                14                 3                        3
## 44        No                12                 3                        4
## 45       Yes                20                 4                        2
## 46        No                15                 3                        4
## 47        No                13                 3                        4
## 48        No                14                 3                        1
## 49        No                14                 3                        1
## 50        No                13                 3                        3
## 51        No                11                 3                        1
## 52       Yes                11                 3                        3
## 53        No                12                 3                        2
## 54        No                11                 3                        3
## 55        No                14                 3                        3
## 56       Yes                14                 3                        3
## 57       Yes                13                 3                        3
## 58        No                15                 3                        3
## 59        No                11                 3                        1
## 60       Yes                24                 4                        3
## 61        No                14                 3                        4
## 62        No                14                 3                        4
## 63       Yes                15                 3                        1
## 64       Yes                12                 3                        2
## 65        No                25                 4                        2
## 66        No                15                 3                        3
## 67        No                18                 3                        3
## 68        No                13                 3                        1
## 69        No                13                 3                        3
## 70       Yes                16                 3                        4
## 71        No                19                 3                        3
## 72        No                25                 4                        2
## 73       Yes                11                 3                        2
## 74       Yes                22                 4                        3
## 75        No                13                 3                        2
## 76        No                11                 3                        2
## 77        No                11                 3                        3
## 78        No                16                 3                        4
## 79        No                12                 3                        3
## 80        No                13                 3                        2
## 81        No                13                 3                        1
## 82        No                11                 3                        4
## 83        No                16                 3                        1
## 84        No                11                 3                        4
## 85       Yes                19                 3                        4
## 86       Yes                11                 3                        2
## 87        No                11                 3                        3
## 88       Yes                18                 3                        4
## 89        No                24                 4                        3
## 90        No                17                 3                        3
## 91       Yes                19                 3                        2
## 92       Yes                15                 3                        4
## 93        No                11                 3                        3
## 94       Yes                19                 3                        1
## 95        No                15                 3                        3
## 96        No                18                 3                        4
## 97        No                20                 4                        3
## 98        No                25                 4                        4
## 99        No                14                 3                        4
## 100       No                12                 3                        3
## 101      Yes                18                 3                        3
## 102       No                22                 4                        3
## 103      Yes                15                 3                        2
## 104      Yes                16                 3                        4
## 105       No                18                 3                        3
## 106       No                12                 3                        2
## 107      Yes                13                 3                        4
## 108      Yes                11                 3                        4
## 109      Yes                22                 4                        4
## 110      Yes                12                 3                        3
## 111      Yes                18                 3                        3
## 112       No                13                 3                        4
## 113       No                13                 3                        3
## 114       No                18                 3                        1
## 115      Yes                13                 3                        3
## 116       No                18                 3                        3
## 117      Yes                21                 4                        1
## 118       No                22                 4                        4
## 119       No                11                 3                        3
## 120       No                13                 3                        3
## 121       No                15                 3                        1
## 122      Yes                14                 3                        3
## 123      Yes                16                 3                        3
## 124       No                17                 3                        3
## 125       No                16                 3                        4
## 126       No                14                 3                        3
## 127       No                11                 3                        3
## 128       No                15                 3                        2
## 129       No                11                 3                        3
## 130       No                15                 3                        3
## 131       No                11                 3                        4
## 132       No                13                 3                        3
## 133      Yes                12                 3                        4
## 134      Yes                12                 3                        3
## 135       No                14                 3                        4
## 136       No                18                 3                        2
## 137      Yes                17                 3                        1
## 138       No                14                 3                        2
## 139       No                19                 3                        4
## 140       No                15                 3                        3
## 141       No                18                 3                        3
## 142       No                13                 3                        2
## 143      Yes                15                 3                        4
## 144       No                20                 4                        1
## 145       No                12                 3                        1
## 146       No                18                 3                        3
## 147       No                19                 3                        1
## 148       No                12                 3                        2
## 149       No                21                 4                        4
## 150       No                21                 4                        3
## 151       No                13                 3                        3
## 152       No                17                 3                        4
## 153       No                22                 4                        4
## 154       No                14                 3                        2
## 155      Yes                20                 4                        4
## 156       No                12                 3                        3
## 157       No                20                 4                        3
## 158      Yes                12                 3                        3
## 159       No                14                 3                        4
## 160      Yes                13                 3                        3
## 161      Yes                16                 3                        2
## 162       No                14                 3                        2
## 163       No                11                 3                        3
## 164      Yes                13                 3                        1
## 165      Yes                13                 3                        2
## 166       No                16                 3                        4
## 167      Yes                24                 4                        1
## 168      Yes                13                 3                        4
## 169      Yes                11                 3                        3
## 170       No                16                 3                        4
## 171       No                13                 3                        3
## 172       No                12                 3                        3
## 173       No                19                 3                        1
## 174       No                12                 3                        3
## 175       No                11                 3                        2
## 176       No                23                 4                        4
## 177       No                16                 3                        2
## 178       No                18                 3                        4
## 179      Yes                12                 3                        1
## 180      Yes                18                 3                        3
## 181       No                14                 3                        1
## 182       No                12                 3                        4
## 183       No                15                 3                        4
## 184       No                11                 3                        3
## 185       No                11                 3                        3
## 186       No                20                 4                        4
## 187       No                11                 3                        3
## 188       No                12                 3                        1
## 189       No                17                 3                        1
## 190       No                11                 3                        1
## 191      Yes                12                 3                        2
## 192       No                15                 3                        4
## 193       No                11                 3                        4
## 194       No                16                 3                        1
## 195       No                11                 3                        3
## 196       No                17                 3                        3
## 197      Yes                15                 3                        3
## 198       No                12                 3                        4
## 199      Yes                11                 3                        2
## 200       No                11                 3                        3
## 201       No                17                 3                        2
## 202       No                11                 3                        3
## 203       No                14                 3                        3
## 204      Yes                21                 4                        3
## 205      Yes                20                 4                        4
## 206      Yes                23                 4                        3
## 207       No                16                 3                        4
## 208       No                15                 3                        4
## 209       No                12                 3                        2
## 210       No                11                 3                        3
## 211       No                22                 4                        3
## 212       No                14                 3                        1
## 213      Yes                12                 3                        4
## 214       No                12                 3                        3
## 215       No                16                 3                        2
## 216      Yes                25                 4                        2
## 217       No                18                 3                        1
## 218      Yes                15                 3                        4
## 219       No                12                 3                        3
## 220       No                20                 4                        1
## 221       No                13                 3                        3
## 222       No                14                 3                        4
## 223       No                11                 3                        4
## 224       No                13                 3                        3
## 225       No                22                 4                        1
## 226      Yes                12                 3                        3
## 227      Yes                11                 3                        2
## 228      Yes                14                 3                        4
## 229      Yes                22                 4                        3
## 230       No                12                 3                        3
## 231      Yes                12                 3                        4
## 232      Yes                18                 3                        4
## 233       No                14                 3                        4
## 234       No                15                 3                        3
## 235      Yes                11                 3                        3
## 236       No                13                 3                        3
## 237       No                11                 3                        4
## 238       No                13                 3                        3
## 239      Yes                14                 3                        3
## 240       No                23                 4                        4
## 241       No                12                 3                        4
## 242       No                14                 3                        2
## 243      Yes                11                 3                        4
## 244      Yes                16                 3                        4
## 245       No                11                 3                        1
## 246      Yes                13                 3                        1
## 247      Yes                13                 3                        3
## 248      Yes                13                 3                        3
## 249       No                11                 3                        1
## 250      Yes                14                 3                        4
## 251      Yes                20                 4                        2
## 252       No                22                 4                        2
## 253       No                15                 3                        2
## 254       No                11                 3                        3
## 255       No                12                 3                        4
## 256       No                15                 3                        4
## 257       No                17                 3                        4
## 258      Yes                18                 3                        3
## 259      Yes                12                 3                        2
## 260       No                11                 3                        1
## 261       No                13                 3                        4
## 262      Yes                19                 3                        1
## 263       No                11                 3                        4
## 264       No                12                 3                        4
## 265       No                18                 3                        4
## 266       No                20                 4                        4
## 267       No                15                 3                        3
## 268       No                22                 4                        4
## 269      Yes                23                 4                        2
## 270      Yes                11                 3                        3
## 271      Yes                20                 4                        1
## 272      Yes                21                 4                        3
## 273       No                19                 3                        2
## 274       No                15                 3                        4
## 275       No                12                 3                        3
## 276       No                14                 3                        2
## 277       No                12                 3                        2
## 278       No                17                 3                        2
## 279       No                13                 3                        3
## 280       No                15                 3                        3
## 281       No                12                 3                        1
## 282       No                18                 3                        4
## 283       No                11                 3                        2
## 284       No                19                 3                        2
## 285       No                11                 3                        1
## 286      Yes                11                 3                        1
## 287      Yes                13                 3                        3
## 288      Yes                12                 3                        2
## 289      Yes                22                 4                        4
## 290       No                20                 4                        4
## 291       No                12                 3                        4
## 292      Yes                13                 3                        2
## 293       No                12                 3                        2
## 294       No                14                 3                        4
## 295       No                21                 4                        1
## 296       No                21                 4                        3
## 297       No                16                 3                        1
## 298       No                12                 3                        3
## 299       No                11                 3                        3
## 300      Yes                22                 4                        1
##     StandardHours StockOptionLevel TotalWorkingYears TrainingTimesLastYear
## 1              80                2                10                     3
## 2              80                1                 5                     2
## 3              80                1                 1                     0
## 4              80                0                30                     2
## 5              80                2                10                     3
## 6              80                0                23                     1
## 7              80                2                16                     3
## 8              80                3                10                     3
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##     WorkLifeBalance YearsAtCompany YearsInCurrentRole
## 1                 2             10                  9
## 2                 3              5                  4
## 3                 2              1                  1
## 4                 3              5                  4
## 5                 3             10                  7
## 6                 2             13                 12
## 7                 2              9                  8
## 8                 3              7                  7
## 9                 3             10                  9
## 10                3              1                  0
## 11                3              1                  1
## 12                3              1                  1
## 13                2              9                  8
## 14                3              4                  3
## 15                3              0                  0
## 16                3             20                  9
## 17                3              5                  3
## 18                2              7                  7
## 19                2              9                  7
## 20                4              9                  8
## 21                3              6                  2
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## 23                3              5                  2
## 24                3              2                  2
## 25                3              7                  7
## 26                2             10                  3
## 27                3              3                  2
## 28                3              3                  2
## 29                1              4                  2
## 30                3              3                  2
## 31                4              5                  4
## 32                3             10                  7
## 33                3              8                  7
## 34                4              5                  4
## 35                2              1                  0
## 36                2              2                  1
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## 39                3             21                  9
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## 43                3              5                  0
## 44                2              9                  7
## 45                2              1                  0
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## 47                1              5                  2
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## 52                3              8                  7
## 53                3              3                  0
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## 235               3             10                  7
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## 239               3             36                 10
## 240               3             10                  9
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## 242               3              7                  7
## 243               2              8                  1
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## 245               3             20                  7
## 246               3              6                  5
## 247               1              2                  2
## 248               3              3                  2
## 249               3             10                  8
## 250               3              3                  2
## 251               3              2                  2
## 252               3             21                 16
## 253               2             21                  6
## 254               2              0                  0
## 255               3             12                  9
## 256               3              4                  3
## 257               3              3                  2
## 258               3              8                  4
## 259               3              8                  7
## 260               3             19                  7
## 261               4              7                  7
## 262               2             10                  8
## 263               3             10                  8
## 264               3              6                  3
## 265               2              4                  2
## 266               3              5                  4
## 267               3              4                  3
## 268               4              7                  7
## 269               4              1                  0
## 270               2             16                 10
## 271               2              4                  2
## 272               3              0                  0
## 273               3              9                  4
## 274               3              1                  0
## 275               4              1                  0
## 276               3              3                  2
## 277               3              7                  7
## 278               3             10                  9
## 279               1              4                  3
## 280               3              0                  0
## 281               2              4                  1
## 282               3             10                  7
## 283               3              9                  4
## 284               3              5                  4
## 285               1              5                  3
## 286               3              5                  4
## 287               2              7                  7
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## 289               1              1                  0
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## 294               2              9                  6
## 295               3              1                  0
## 296               3             11                  8
## 297               3             11                  8
## 298               2              1                  0
## 299               3             24                  0
## 300               3              7                  6
##     YearsSinceLastPromotion YearsWithCurrManager
## 1                         6                    8
## 2                         1                    4
## 3                         0                    0
## 4                         1                    2
## 5                         0                    4
## 6                        12                    8
## 7                         0                    0
## 8                         7                    7
## 9                         1                    8
## 10                        0                    0
## 11                        0                    0
## 12                        1                    0
## 13                        1                    7
## 14                        0                    3
## 15                        0                    0
## 16                        3                    7
## 17                        0                    2
## 18                        1                    7
## 19                        7                    3
## 20                        7                    7
## 21                        4                    1
## 22                        1                    3
## 23                        1                    4
## 24                        2                    1
## 25                        0                    7
## 26                        9                    7
## 27                        1                    2
## 28                        1                    2
## 29                        1                    3
## 30                        1                    2
## 31                        1                    4
## 32                        0                    9
## 33                        0                    7
## 34                        0                    3
## 35                        1                    0
## 36                        2                    2
## 37                        4                    8
## 38                        0                    3
## 39                       13                    3
## 40                        0                    0
## 41                        2                    2
## 42                        2                    2
## 43                        0                    2
## 44                        5                    4
## 45                        0                    0
## 46                        4                    3
## 47                        1                    4
## 48                        0                    3
## 49                        1                    3
## 50                        1                    3
## 51                        1                   16
## 52                        3                    0
## 53                        0                    2
## 54                        0                    7
## 55                        5                    9
## 56                        1                    6
## 57                        7                    8
## 58                        1                    4
## 59                        1                    7
## 60                        0                    2
## 61                        1                   12
## 62                        0                    3
## 63                        0                    0
## 64                       13                   14
## 65                        0                    0
## 66                        0                    2
## 67                        3                    8
## 68                        1                    2
## 69                        2                    1
## 70                        0                    0
## 71                        0                    0
## 72                       13                   17
## 73                        1                    4
## 74                        0                    4
## 75                        2                    2
## 76                        1                    2
## 77                        1                    2
## 78                        0                    7
## 79                        0                    7
## 80                        0                    4
## 81                        7                    7
## 82                        0                    9
## 83                        0                    0
## 84                        1                    8
## 85                        0                    8
## 86                        0                    2
## 87                        2                   11
## 88                       15                   12
## 89                        0                    0
## 90                        1                    2
## 91                        6                    7
## 92                        5                    8
## 93                        1                    4
## 94                        0                    7
## 95                        1                    2
## 96                        2                    2
## 97                        0                    0
## 98                        7                    9
## 99                        1                    5
## 100                       0                    0
## 101                       0                    0
## 102                       5                    8
## 103                       5                    6
## 104                       1                    3
## 105                       0                    0
## 106                       1                    3
## 107                       0                    2
## 108                       1                    4
## 109                       0                    2
## 110                       4                    4
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## 115                       0                    0
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## 120                       1                    8
## 121                       5                    8
## 122                       0                    4
## 123                       0                    0
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## 142                      14                    9
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## 146                       7                    7
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## 150                       2                   13
## 151                       0                    2
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## 202                       0                    3
## 203                       1                    2
## 204                       7                    7
## 205                       0                    2
## 206                       0                    2
## 207                       0                    7
## 208                       1                    7
## 209                       1                    2
## 210                       0                    6
## 211                       0                    4
## 212                       9                    8
## 213                       4                   12
## 214                       1                    3
## 215                       1                    2
## 216                       5                    7
## 217                       0                    0
## 218                       6                    7
## 219                       0                    2
## 220                       0                    9
## 221                       1                    2
## 222                       2                    2
## 223                      11                   15
## 224                      15                   15
## 225                       2                    2
## 226                       0                    0
## 227                       1                    1
## 228                       0                    2
## 229                       0                    2
## 230                      12                   17
## 231                       0                    0
## 232                       0                    3
## 233                      14                   13
## 234                       4                    3
## 235                       0                    8
## 236                       2                    2
## 237                       0                    0
## 238                       0                    7
## 239                       4                   13
## 240                       7                    7
## 241                       1                    2
## 242                       0                    7
## 243                       7                    7
## 244                       0                    1
## 245                       2                   13
## 246                       1                    2
## 247                       2                    2
## 248                       0                    2
## 249                       4                    7
## 250                       2                    2
## 251                       2                    2
## 252                       5                   10
## 253                      12                    6
## 254                       0                    0
## 255                       4                    9
## 256                       1                    3
## 257                       0                    2
## 258                       1                    7
## 259                       7                    4
## 260                      11                   16
## 261                       0                    0
## 262                       9                    6
## 263                       6                    0
## 264                       0                    1
## 265                       1                    3
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## 267                       1                    2
## 268                       5                    7
## 269                       0                    0
## 270                      10                    1
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## 272                       0                    0
## 273                       1                    7
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## 275                       0                    0
## 276                       1                    2
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## 278                       0                    9
## 279                       0                    2
## 280                       0                    0
## 281                       0                    3
## 282                       2                    8
## 283                       7                    0
## 284                       0                    3
## 285                       0                    0
## 286                       1                    2
## 287                       1                    0
## 288                       1                    2
## 289                       0                    0
## 290                       2                    2
## 291                       2                    3
## 292                       4                    3
## 293                       1                    1
## 294                       0                    8
## 295                       0                    0
## 296                       3                    9
## 297                       5                    7
## 298                       0                    1
## 299                       1                    7
## 300                       7                    7
#File for Linear Regression Predictions
Case2PredictionsSeanMcWhirter=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2CompSetNoSalary.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)

saveRDS(Case2PredictionsSeanMcWhirter, file ="Case2PredictionsSeanMcWhirter_Attrition.Rds")
readRDS(Case2PredictionsSeanMcWhirter, file ="Case2PredictionsSeanMcWhirter_Attrition.Rds")
##       ID Age Attrition    BusinessTravel DailyRate             Department
## 1    871  43        No Travel_Frequently      1422                  Sales
## 2    872  33        No     Travel_Rarely       461 Research & Development
## 3    873  55       Yes     Travel_Rarely       267                  Sales
## 4    874  36        No        Non-Travel      1351 Research & Development
## 5    875  27        No     Travel_Rarely      1302 Research & Development
## 6    876  39       Yes     Travel_Rarely       895                  Sales
## 7    877  33        No        Non-Travel       750                  Sales
## 8    878  21       Yes Travel_Frequently       251 Research & Development
## 9    879  30        No Travel_Frequently      1312 Research & Development
## 10   880  51        No     Travel_Rarely      1405 Research & Development
## 11   881  46       Yes     Travel_Rarely       377                  Sales
## 12   882  40        No     Travel_Rarely       329 Research & Development
## 13   883  29        No     Travel_Rarely      1176                  Sales
## 14   884  27        No Travel_Frequently       829                  Sales
## 15   885  29        No     Travel_Rarely      1210                  Sales
## 16   886  22       Yes     Travel_Rarely       617 Research & Development
## 17   887  29        No     Travel_Rarely       726 Research & Development
## 18   888  34        No     Travel_Rarely       167 Research & Development
## 19   889  31        No     Travel_Rarely       655 Research & Development
## 20   890  35        No     Travel_Rarely       528        Human Resources
## 21   891  40        No     Travel_Rarely       523 Research & Development
## 22   892  30        No     Travel_Rarely      1288                  Sales
## 23   893  46       Yes     Travel_Rarely       669                  Sales
## 24   894  27        No Travel_Frequently      1410                  Sales
## 25   895  49        No     Travel_Rarely      1490 Research & Development
## 26   896  46        No     Travel_Rarely       706 Research & Development
## 27   897  33       Yes     Travel_Rarely       211                  Sales
## 28   898  42        No        Non-Travel       495 Research & Development
## 29   899  34        No     Travel_Rarely       507                  Sales
## 30   900  36        No     Travel_Rarely       329 Research & Development
## 31   901  27        No     Travel_Rarely       591 Research & Development
## 32   902  44        No Travel_Frequently       383                  Sales
## 33   903  48        No     Travel_Rarely       492                  Sales
## 34   904  40        No     Travel_Rarely       543 Research & Development
## 35   905  45        No     Travel_Rarely      1234                  Sales
## 36   906  33        No Travel_Frequently       970                  Sales
## 37   907  46        No Travel_Frequently       638 Research & Development
## 38   908  37        No     Travel_Rarely      1192 Research & Development
## 39   909  28       Yes     Travel_Rarely      1434 Research & Development
## 40   910  32        No     Travel_Rarely       827 Research & Development
## 41   911  43        No     Travel_Rarely       920 Research & Development
## 42   912  38        No Travel_Frequently      1444        Human Resources
## 43   913  40        No     Travel_Rarely       616 Research & Development
## 44   914  34        No     Travel_Rarely      1354 Research & Development
## 45   915  41        No     Travel_Rarely       549 Research & Development
## 46   916  23        No     Travel_Rarely       507 Research & Development
## 47   917  28        No     Travel_Rarely      1217 Research & Development
## 48   918  26        No     Travel_Rarely       572                  Sales
## 49   919  28        No     Travel_Rarely      1144                  Sales
## 50   920  59        No     Travel_Rarely      1324 Research & Development
## 51   921  30        No     Travel_Rarely       413                  Sales
## 52   922  35        No     Travel_Rarely      1229 Research & Development
## 53   923  36       Yes     Travel_Rarely       660 Research & Development
## 54   924  42        No        Non-Travel       179        Human Resources
## 55   925  54        No     Travel_Rarely       584 Research & Development
## 56   926  40        No     Travel_Rarely      1171 Research & Development
## 57   927  32        No     Travel_Rarely       604                  Sales
## 58   928  38        No     Travel_Rarely       201 Research & Development
## 59   929  22        No        Non-Travel      1123 Research & Development
## 60   930  32        No Travel_Frequently      1005 Research & Development
## 61   931  34        No        Non-Travel      1375                  Sales
## 62   932  32        No     Travel_Rarely      1018 Research & Development
## 63   933  41        No     Travel_Rarely       645                  Sales
## 64   934  58       Yes Travel_Frequently       781 Research & Development
## 65   935  20       Yes     Travel_Rarely       129 Research & Development
## 66   936  24       Yes Travel_Frequently       381 Research & Development
## 67   937  46        No     Travel_Rarely       644 Research & Development
## 68   938  51       Yes Travel_Frequently      1150 Research & Development
## 69   939  39        No     Travel_Rarely       116 Research & Development
## 70   940  28        No     Travel_Rarely      1172                  Sales
## 71   941  40       Yes     Travel_Rarely       676 Research & Development
## 72   942  39        No     Travel_Rarely      1462                  Sales
## 73   943  59        No     Travel_Rarely      1435                  Sales
## 74   944  27        No     Travel_Rarely      1055 Research & Development
## 75   945  18        No     Travel_Rarely       812                  Sales
## 76   946  29        No Travel_Frequently       995 Research & Development
## 77   947  21       Yes     Travel_Rarely       337                  Sales
## 78   948  26        No     Travel_Rarely      1349 Research & Development
## 79   949  26       Yes Travel_Frequently       426        Human Resources
## 80   950  47       Yes Travel_Frequently       719                  Sales
## 81   951  42        No        Non-Travel       355 Research & Development
## 82   952  40        No     Travel_Rarely       300                  Sales
## 83   953  37        No     Travel_Rarely       124 Research & Development
## 84   954  27        No Travel_Frequently      1297 Research & Development
## 85   955  39        No        Non-Travel       439 Research & Development
## 86   956  45        No     Travel_Rarely       176        Human Resources
## 87   957  56        No     Travel_Rarely      1400 Research & Development
## 88   958  32        No        Non-Travel      1109 Research & Development
## 89   959  41        No     Travel_Rarely      1206                  Sales
## 90   960  58       Yes     Travel_Rarely       286 Research & Development
## 91   961  29        No     Travel_Rarely       665 Research & Development
## 92   962  40        No     Travel_Rarely      1300 Research & Development
## 93   963  38        No Travel_Frequently       471 Research & Development
## 94   964  39        No     Travel_Rarely       141        Human Resources
## 95   965  25        No     Travel_Rarely      1280 Research & Development
## 96   966  50        No     Travel_Rarely       989 Research & Development
## 97   967  29        No     Travel_Rarely       468 Research & Development
## 98   968  36        No     Travel_Rarely       164                  Sales
## 99   969  50        No Travel_Frequently      1421 Research & Development
## 100  970  26       Yes     Travel_Rarely      1449 Research & Development
## 101  971  27        No     Travel_Rarely       954                  Sales
## 102  972  31        No     Travel_Rarely       616 Research & Development
## 103  973  28        No Travel_Frequently       791 Research & Development
## 104  974  20        No     Travel_Rarely       959 Research & Development
## 105  975  24        No     Travel_Rarely      1206 Research & Development
## 106  976  29       Yes     Travel_Rarely       896 Research & Development
## 107  977  48        No     Travel_Rarely       277 Research & Development
## 108  978  39       Yes     Travel_Rarely       360 Research & Development
## 109  979  35        No     Travel_Rarely       607 Research & Development
## 110  980  49        No     Travel_Rarely      1098 Research & Development
## 111  981  35        No     Travel_Rarely      1402                  Sales
## 112  982  46        No     Travel_Rarely      1125                  Sales
## 113  983  52        No     Travel_Rarely      1323 Research & Development
## 114  984  26        No     Travel_Rarely      1167                  Sales
## 115  985  36        No     Travel_Rarely      1120                  Sales
## 116  986  32       Yes Travel_Frequently       238 Research & Development
## 117  987  22       Yes Travel_Frequently      1256 Research & Development
## 118  988  32        No     Travel_Rarely       601                  Sales
## 119  989  39        No Travel_Frequently       945 Research & Development
## 120  990  31        No     Travel_Rarely       408 Research & Development
## 121  991  39        No     Travel_Rarely      1383        Human Resources
## 122  992  24        No     Travel_Rarely       581 Research & Development
## 123  993  30        No     Travel_Rarely      1240        Human Resources
## 124  994  40        No Travel_Frequently      1184                  Sales
## 125  995  38        No        Non-Travel       152                  Sales
## 126  996  34        No     Travel_Rarely       665 Research & Development
## 127  997  38        No Travel_Frequently      1391 Research & Development
## 128  998  54        No     Travel_Rarely       971 Research & Development
## 129  999  35        No     Travel_Rarely       882                  Sales
## 130 1000  32       Yes     Travel_Rarely       374 Research & Development
## 131 1001  46        No     Travel_Rarely       945        Human Resources
## 132 1002  47        No Travel_Frequently      1309                  Sales
## 133 1003  32        No     Travel_Rarely       977 Research & Development
## 134 1004  47        No     Travel_Rarely       983 Research & Development
## 135 1005  48        No     Travel_Rarely      1108 Research & Development
## 136 1006  34        No     Travel_Rarely       735                  Sales
## 137 1007  20        No     Travel_Rarely      1141                  Sales
## 138 1008  38        No     Travel_Rarely       688 Research & Development
## 139 1009  53        No     Travel_Rarely      1223 Research & Development
## 140 1010  53        No     Travel_Rarely      1436                  Sales
## 141 1011  37       Yes Travel_Frequently       504 Research & Development
## 142 1012  34        No     Travel_Rarely      1031 Research & Development
## 143 1013  32        No     Travel_Rarely       588                  Sales
## 144 1014  34       Yes Travel_Frequently       234 Research & Development
## 145 1015  30       Yes Travel_Frequently       334                  Sales
## 146 1016  43        No     Travel_Rarely       990 Research & Development
## 147 1017  42        No     Travel_Rarely       269 Research & Development
## 148 1018  35        No     Travel_Rarely       662                  Sales
## 149 1019  30        No     Travel_Rarely      1339                  Sales
## 150 1020  18        No        Non-Travel       287 Research & Development
## 151 1021  45        No     Travel_Rarely       561                  Sales
## 152 1022  36        No        Non-Travel       845                  Sales
## 153 1023  39        No     Travel_Rarely       835 Research & Development
## 154 1024  45        No        Non-Travel      1238 Research & Development
## 155 1025  41        No Travel_Frequently       857 Research & Development
## 156 1026  39        No        Non-Travel       105 Research & Development
## 157 1027  31        No     Travel_Rarely       106        Human Resources
## 158 1028  25        No     Travel_Rarely       891                  Sales
## 159 1029  24       Yes     Travel_Rarely       693                  Sales
## 160 1030  44       Yes     Travel_Rarely      1376        Human Resources
## 161 1031  32        No     Travel_Rarely       499                  Sales
## 162 1032  43        No     Travel_Rarely       244        Human Resources
## 163 1033  27        No     Travel_Rarely       269 Research & Development
## 164 1034  26        No     Travel_Rarely       482 Research & Development
## 165 1035  40        No        Non-Travel       663 Research & Development
## 166 1036  20       Yes     Travel_Rarely      1362 Research & Development
## 167 1037  25        No     Travel_Rarely       883                  Sales
## 168 1038  54        No     Travel_Rarely       397        Human Resources
## 169 1039  39        No     Travel_Rarely      1253 Research & Development
## 170 1040  29        No     Travel_Rarely       657 Research & Development
## 171 1041  31       Yes Travel_Frequently       307 Research & Development
## 172 1042  33        No     Travel_Rarely      1198 Research & Development
## 173 1043  36        No     Travel_Rarely       557                  Sales
## 174 1044  36        No     Travel_Rarely       928                  Sales
## 175 1045  28        No        Non-Travel      1103 Research & Development
## 176 1046  28       Yes Travel_Frequently      1009 Research & Development
## 177 1047  38       Yes     Travel_Rarely       903 Research & Development
## 178 1048  33        No Travel_Frequently       553 Research & Development
## 179 1049  27       Yes     Travel_Rarely       135 Research & Development
## 180 1050  35       Yes     Travel_Rarely       763                  Sales
## 181 1051  53       Yes     Travel_Rarely       607 Research & Development
## 182 1052  36        No Travel_Frequently       635 Research & Development
## 183 1053  43        No     Travel_Rarely      1473 Research & Development
## 184 1054  28        No     Travel_Rarely       995 Research & Development
## 185 1055  27        No Travel_Frequently       591 Research & Development
## 186 1056  25       Yes     Travel_Rarely       688 Research & Development
## 187 1057  27        No Travel_Frequently       472 Research & Development
## 188 1058  43        No     Travel_Rarely      1034                  Sales
## 189 1059  37        No     Travel_Rarely      1239        Human Resources
## 190 1060  28        No     Travel_Rarely      1451 Research & Development
## 191 1061  57        No     Travel_Rarely       405 Research & Development
## 192 1062  34        No Travel_Frequently       426 Research & Development
## 193 1063  33        No Travel_Frequently      1296 Research & Development
## 194 1064  23       Yes     Travel_Rarely       427                  Sales
## 195 1065  58        No        Non-Travel       390 Research & Development
## 196 1066  23        No     Travel_Rarely       650 Research & Development
## 197 1067  40        No     Travel_Rarely      1194 Research & Development
## 198 1068  60        No     Travel_Rarely       422 Research & Development
## 199 1069  33        No Travel_Frequently       430                  Sales
## 200 1070  50        No     Travel_Rarely       316                  Sales
## 201 1071  27        No     Travel_Rarely      1291                  Sales
## 202 1072  31        No     Travel_Rarely       480 Research & Development
## 203 1073  20        No     Travel_Rarely       654                  Sales
## 204 1074  30        No     Travel_Rarely       305 Research & Development
## 205 1075  56        No     Travel_Rarely      1443                  Sales
## 206 1076  46        No     Travel_Rarely      1402                  Sales
## 207 1077  53        No     Travel_Rarely      1282 Research & Development
## 208 1078  31        No     Travel_Rarely       311 Research & Development
## 209 1079  36        No     Travel_Rarely       506 Research & Development
## 210 1080  42        No Travel_Frequently       532 Research & Development
## 211 1081  40        No     Travel_Rarely      1322 Research & Development
## 212 1082  35        No     Travel_Rarely       287 Research & Development
## 213 1083  23       Yes Travel_Frequently       638                  Sales
## 214 1084  35        No     Travel_Rarely       619                  Sales
## 215 1085  38        No Travel_Frequently       216 Research & Development
## 216 1086  40        No Travel_Frequently       580                  Sales
## 217 1087  31        No     Travel_Rarely      1003                  Sales
## 218 1088  38        No     Travel_Rarely       268 Research & Development
## 219 1089  31        No     Travel_Rarely       691 Research & Development
## 220 1090  27        No     Travel_Rarely       205                  Sales
## 221 1091  29        No     Travel_Rarely       144                  Sales
## 222 1092  36        No        Non-Travel       301                  Sales
## 223 1093  37        No Travel_Frequently       663 Research & Development
## 224 1094  40        No     Travel_Rarely       107                  Sales
## 225 1095  25        No        Non-Travel       675 Research & Development
## 226 1096  37        No     Travel_Rarely       446 Research & Development
## 227 1097  37        No     Travel_Rarely      1017 Research & Development
## 228 1098  30       Yes Travel_Frequently       600        Human Resources
## 229 1099  32        No     Travel_Rarely      1062 Research & Development
## 230 1100  37       Yes     Travel_Rarely       370 Research & Development
## 231 1101  40        No     Travel_Rarely       989 Research & Development
## 232 1102  40        No     Travel_Rarely       759                  Sales
## 233 1103  38        No        Non-Travel      1327                  Sales
## 234 1104  53        No     Travel_Rarely       661                  Sales
## 235 1105  36        No     Travel_Rarely       188 Research & Development
## 236 1106  29        No Travel_Frequently       490 Research & Development
## 237 1107  27        No     Travel_Rarely      1103 Research & Development
## 238 1108  44        No     Travel_Rarely      1112        Human Resources
## 239 1109  27        No Travel_Frequently      1242                  Sales
## 240 1110  35        No     Travel_Rarely       682                  Sales
## 241 1111  35        No        Non-Travel       208 Research & Development
## 242 1112  59        No     Travel_Rarely      1089                  Sales
## 243 1113  33       Yes     Travel_Rarely      1277 Research & Development
## 244 1114  50       Yes Travel_Frequently       562                  Sales
## 245 1115  47        No     Travel_Rarely      1180 Research & Development
## 246 1116  27        No Travel_Frequently      1131 Research & Development
## 247 1117  37        No     Travel_Rarely      1305 Research & Development
## 248 1118  28        No        Non-Travel      1476 Research & Development
## 249 1119  58        No     Travel_Rarely      1272 Research & Development
## 250 1120  34        No     Travel_Rarely       204                  Sales
## 251 1121  50       Yes     Travel_Rarely       410                  Sales
## 252 1122  48        No        Non-Travel      1262 Research & Development
## 253 1123  31        No Travel_Frequently      1125 Research & Development
## 254 1124  45        No        Non-Travel      1195 Research & Development
## 255 1125  34        No     Travel_Rarely      1320 Research & Development
## 256 1126  19       Yes Travel_Frequently       602                  Sales
## 257 1127  24       Yes Travel_Frequently      1287 Research & Development
## 258 1128  52        No     Travel_Rarely      1325 Research & Development
## 259 1129  41        No     Travel_Rarely       334                  Sales
## 260 1130  22        No     Travel_Rarely       217 Research & Development
## 261 1131  31        No Travel_Frequently      1327 Research & Development
## 262 1132  39        No     Travel_Rarely       412 Research & Development
## 263 1133  42        No     Travel_Rarely       622 Research & Development
## 264 1134  38        No Travel_Frequently       148 Research & Development
## 265 1135  32       Yes     Travel_Rarely      1033 Research & Development
## 266 1136  26        No     Travel_Rarely       192 Research & Development
## 267 1137  37        No     Travel_Rarely       921 Research & Development
## 268 1138  41        No Travel_Frequently      1018                  Sales
## 269 1139  38        No     Travel_Rarely       119                  Sales
## 270 1140  43        No     Travel_Rarely      1291 Research & Development
## 271 1141  31        No     Travel_Rarely      1463 Research & Development
## 272 1142  42        No     Travel_Rarely       691                  Sales
## 273 1143  48        No     Travel_Rarely      1355 Research & Development
## 274 1144  28        No     Travel_Rarely       821                  Sales
## 275 1145  44        No Travel_Frequently       602        Human Resources
## 276 1146  45        No     Travel_Rarely       374                  Sales
## 277 1147  34        No     Travel_Rarely       628 Research & Development
## 278 1148  31        No     Travel_Rarely       471 Research & Development
## 279 1149  29        No     Travel_Rarely      1010 Research & Development
## 280 1150  30        No     Travel_Rarely       288 Research & Development
## 281 1151  38        No Travel_Frequently       693 Research & Development
## 282 1152  27        No Travel_Frequently       793                  Sales
## 283 1153  54        No Travel_Frequently       928 Research & Development
## 284 1154  28       Yes     Travel_Rarely      1485 Research & Development
## 285 1155  49        No     Travel_Rarely       470 Research & Development
## 286 1156  51        No     Travel_Rarely       313 Research & Development
## 287 1157  29       Yes     Travel_Rarely       341                  Sales
## 288 1158  36        No     Travel_Rarely       430 Research & Development
## 289 1159  27        No     Travel_Rarely       199 Research & Development
## 290 1160  36        No     Travel_Rarely       216 Research & Development
## 291 1161  44       Yes     Travel_Rarely      1097 Research & Development
## 292 1162  38        No     Travel_Rarely       168 Research & Development
## 293 1163  29        No Travel_Frequently       574 Research & Development
## 294 1164  37        No     Travel_Rarely       799 Research & Development
## 295 1165  26       Yes Travel_Frequently       887 Research & Development
## 296 1166  32        No Travel_Frequently       116 Research & Development
## 297 1167  40        No     Travel_Rarely      1492 Research & Development
## 298 1168  30        No     Travel_Rarely      1082                  Sales
## 299 1169  27        No     Travel_Rarely       798 Research & Development
## 300 1170  37        No     Travel_Rarely       290 Research & Development
##     DistanceFromHome Education   EducationField EmployeeCount
## 1                  2         4    Life Sciences             1
## 2                 13         1    Life Sciences             1
## 3                 13         4        Marketing             1
## 4                  9         4    Life Sciences             1
## 5                 19         3            Other             1
## 6                  5         3 Technical Degree             1
## 7                 22         2        Marketing             1
## 8                 10         2    Life Sciences             1
## 9                 23         3    Life Sciences             1
## 10                11         2 Technical Degree             1
## 11                 9         3        Marketing             1
## 12                 1         4    Life Sciences             1
## 13                 3         2          Medical             1
## 14                 8         1        Marketing             1
## 15                 2         3          Medical             1
## 16                 3         1    Life Sciences             1
## 17                29         1    Life Sciences             1
## 18                 8         5    Life Sciences             1
## 19                 7         4    Life Sciences             1
## 20                 8         4 Technical Degree             1
## 21                 2         3    Life Sciences             1
## 22                29         4 Technical Degree             1
## 23                 9         2          Medical             1
## 24                 3         1          Medical             1
## 25                 7         4    Life Sciences             1
## 26                 2         2    Life Sciences             1
## 27                16         3    Life Sciences             1
## 28                 2         1    Life Sciences             1
## 29                15         2          Medical             1
## 30                 2         3    Life Sciences             1
## 31                 2         1          Medical             1
## 32                 1         5        Marketing             1
## 33                16         4    Life Sciences             1
## 34                 1         4    Life Sciences             1
## 35                11         2    Life Sciences             1
## 36                 7         3    Life Sciences             1
## 37                 1         3          Medical             1
## 38                 5         2          Medical             1
## 39                 5         4 Technical Degree             1
## 40                 1         1    Life Sciences             1
## 41                 3         3    Life Sciences             1
## 42                 1         4            Other             1
## 43                 2         2    Life Sciences             1
## 44                 5         3          Medical             1
## 45                 7         2          Medical             1
## 46                20         1    Life Sciences             1
## 47                 1         3          Medical             1
## 48                10         3          Medical             1
## 49                10         1          Medical             1
## 50                 3         3          Medical             1
## 51                 7         1        Marketing             1
## 52                 8         1    Life Sciences             1
## 53                15         3            Other             1
## 54                 2         5          Medical             1
## 55                22         5          Medical             1
## 56                10         4    Life Sciences             1
## 57                 8         3          Medical             1
## 58                10         3          Medical             1
## 59                16         2          Medical             1
## 60                 2         2    Life Sciences             1
## 61                10         3    Life Sciences             1
## 62                 3         2    Life Sciences             1
## 63                 1         3        Marketing             1
## 64                 2         1    Life Sciences             1
## 65                 4         3 Technical Degree             1
## 66                 9         3          Medical             1
## 67                 1         4          Medical             1
## 68                 8         4    Life Sciences             1
## 69                24         1    Life Sciences             1
## 70                 3         3          Medical             1
## 71                 9         4    Life Sciences             1
## 72                 6         3          Medical             1
## 73                25         3    Life Sciences             1
## 74                 2         4    Life Sciences             1
## 75                10         3          Medical             1
## 76                 2         1    Life Sciences             1
## 77                 7         1        Marketing             1
## 78                23         3    Life Sciences             1
## 79                17         4    Life Sciences             1
## 80                27         2    Life Sciences             1
## 81                10         4 Technical Degree             1
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## 129              3        3           Sales Executive               4
## 130              3        1     Laboratory Technician               4
## 131              3        2           Human Resources               2
## 132              3        2      Sales Representative               3
## 133              3        2        Research Scientist               2
## 134              3        2    Manufacturing Director               4
## 135              3        1        Research Scientist               1
## 136              2        2           Sales Executive               4
## 137              3        1      Sales Representative               3
## 138              3        2 Healthcare Representative               4
## 139              3        5                   Manager               3
## 140              3        2      Sales Representative               3
## 141              3        3    Manufacturing Director               3
## 142              2        2        Research Scientist               2
## 143              2        2           Sales Executive               2
## 144              3        2     Laboratory Technician               1
## 145              2        2           Sales Executive               1
## 146              4        1     Laboratory Technician               2
## 147              2        1     Laboratory Technician               1
## 148              3        3           Sales Executive               2
## 149              3        3           Sales Executive               4
## 150              3        1        Research Scientist               4
## 151              3        2           Sales Executive               2
## 152              3        2           Sales Executive               4
## 153              3        2        Research Scientist               4
## 154              2        3 Healthcare Representative               3
## 155              2        4                   Manager               1
## 156              3        5                   Manager               4
## 157              2        2           Human Resources               1
## 158              2        2           Sales Executive               4
## 159              3        2           Sales Executive               3
## 160              2        3           Human Resources               1
## 161              3        2           Sales Executive               2
## 162              3        1           Human Resources               4
## 163              2        3         Research Director               4
## 164              2        1        Research Scientist               3
## 165              3        2     Laboratory Technician               3
## 166              3        1        Research Scientist               3
## 167              3        2           Sales Executive               4
## 168              3        3           Human Resources               2
## 169              3        3         Research Director               3
## 170              3        2 Healthcare Representative               3
## 171              2        1     Laboratory Technician               2
## 172              2        1        Research Scientist               1
## 173              2        3           Sales Executive               4
## 174              3        2           Sales Executive               4
## 175              3        1        Research Scientist               3
## 176              2        1     Laboratory Technician               2
## 177              3        2    Manufacturing Director               2
## 178              3        3                   Manager               2
## 179              3        1        Research Scientist               3
## 180              1        2           Sales Executive               4
## 181              2        3    Manufacturing Director               4
## 182              3        1     Laboratory Technician               4
## 183              3        2 Healthcare Representative               3
## 184              3        1        Research Scientist               3
## 185              3        1        Research Scientist               4
## 186              3        1     Laboratory Technician               1
## 187              2        2    Manufacturing Director               1
## 188              3        4                   Manager               4
## 189              3        2           Human Resources               2
## 190              2        1        Research Scientist               2
## 191              4        2        Research Scientist               3
## 192              4        2    Manufacturing Director               4
## 193              3        2 Healthcare Representative               4
## 194              3        1      Sales Representative               4
## 195              1        2 Healthcare Representative               3
## 196              3        1     Laboratory Technician               1
## 197              3        1        Research Scientist               3
## 198              3        5                   Manager               1
## 199              3        2           Sales Executive               1
## 200              3        1      Sales Representative               2
## 201              4        1      Sales Representative               4
## 202              3        2    Manufacturing Director               1
## 203              4        1      Sales Representative               4
## 204              4        2 Healthcare Representative               3
## 205              2        2           Sales Executive               1
## 206              3        4                   Manager               1
## 207              3        5                   Manager               3
## 208              3        2     Laboratory Technician               3
## 209              3        2        Research Scientist               2
## 210              3        2        Research Scientist               3
## 211              2        1        Research Scientist               3
## 212              1        1        Research Scientist               4
## 213              3        1      Sales Representative               1
## 214              3        2           Sales Executive               3
## 215              2        3    Manufacturing Director               3
## 216              2        3           Sales Executive               1
## 217              3        2           Sales Executive               3
## 218              3        1        Research Scientist               3
## 219              3        1        Research Scientist               4
## 220              2        2           Sales Executive               4
## 221              2        2           Sales Executive               2
## 222              1        2           Sales Executive               4
## 223              3        3         Research Director               4
## 224              2        2           Sales Executive               2
## 225              4        2 Healthcare Representative               1
## 226              3        2    Manufacturing Director               2
## 227              2        1        Research Scientist               1
## 228              2        1           Human Resources               4
## 229              3        1     Laboratory Technician               2
## 230              3        2    Manufacturing Director               1
## 231              3        5                   Manager               3
## 232              3        2           Sales Executive               2
## 233              2        2           Sales Executive               4
## 234              2        3           Sales Executive               4
## 235              3        1        Research Scientist               4
## 236              3        1        Research Scientist               2
## 237              3        1        Research Scientist               1
## 238              2        2           Human Resources               3
## 239              3        2           Sales Executive               3
## 240              3        2           Sales Executive               1
## 241              3        2 Healthcare Representative               3
## 242              3        3                   Manager               4
## 243              3        3                   Manager               3
## 244              3        2           Sales Executive               3
## 245              3        3 Healthcare Representative               3
## 246              2        1        Research Scientist               1
## 247              3        2    Manufacturing Director               2
## 248              1        2     Laboratory Technician               4
## 249              2        3 Healthcare Representative               2
## 250              3        1      Sales Representative               3
## 251              2        3           Sales Executive               1
## 252              4        4                   Manager               4
## 253              1        2        Research Scientist               1
## 254              2        4                   Manager               4
## 255              4        1        Research Scientist               3
## 256              1        1      Sales Representative               1
## 257              3        1     Laboratory Technician               3
## 258              3        2     Laboratory Technician               3
## 259              3        4                   Manager               2
## 260              1        1     Laboratory Technician               1
## 261              3        3         Research Director               3
## 262              2        4                   Manager               2
## 263              3        2 Healthcare Representative               4
## 264              2        1     Laboratory Technician               2
## 265              3        1     Laboratory Technician               1
## 266              2        1     Laboratory Technician               1
## 267              3        1     Laboratory Technician               1
## 268              3        2           Sales Executive               1
## 269              3        3           Sales Executive               3
## 270              2        4         Research Director               3
## 271              2        2 Healthcare Representative               4
## 272              3        2           Sales Executive               2
## 273              2        3 Healthcare Representative               3
## 274              3        2           Sales Executive               4
## 275              3        2           Human Resources               4
## 276              3        2           Sales Executive               3
## 277              4        2     Laboratory Technician               3
## 278              4        1     Laboratory Technician               3
## 279              3        1        Research Scientist               4
## 280              2        2 Healthcare Representative               4
## 281              4        1        Research Scientist               3
## 282              1        2           Sales Executive               4
## 283              3        2        Research Scientist               3
## 284              3        1     Laboratory Technician               4
## 285              3        2    Manufacturing Director               1
## 286              3        4 Healthcare Representative               2
## 287              2        1      Sales Representative               3
## 288              3        2        Research Scientist               2
## 289              2        1        Research Scientist               3
## 290              3        2    Manufacturing Director               2
## 291              3        1        Research Scientist               3
## 292              3        3    Manufacturing Director               3
## 293              3        1     Laboratory Technician               4
## 294              3        3    Manufacturing Director               4
## 295              2        1        Research Scientist               3
## 296              2        1     Laboratory Technician               2
## 297              3        3 Healthcare Representative               4
## 298              3        2           Sales Executive               3
## 299              2        1        Research Scientist               3
## 300              4        1        Research Scientist               1
##     MaritalStatus MonthlyRate NumCompaniesWorked Over18 OverTime
## 1         Married       19246                  1      Y       No
## 2          Single       17241                  3      Y       No
## 3          Single        9277                  6      Y      Yes
## 4         Married        9238                  1      Y       No
## 5        Divorced       16290                  1      Y       No
## 6         Married        3335                  3      Y       No
## 7         Married       15480                  0      Y       No
## 8          Single       25308                  1      Y       No
## 9        Divorced       22310                  1      Y       No
## 10         Single       24439                  3      Y       No
## 11       Divorced       15986                  4      Y       No
## 12        Married        6762                  3      Y       No
## 13        Married        3487                  1      Y       No
## 14        Married       24008                  0      Y       No
## 15        Married        3687                  2      Y       No
## 16        Married       10022                  0      Y      Yes
## 17       Divorced       21143                  8      Y       No
## 18       Divorced        4187                  3      Y       No
## 19       Divorced        9528                  3      Y       No
## 20         Single        7108                  1      Y       No
## 21         Single       22455                  1      Y       No
## 22        Married       17799                  3      Y       No
## 23         Single       13596                  1      Y       No
## 24       Divorced       16673                  1      Y      Yes
## 25       Divorced       20948                  3      Y       No
## 26       Divorced       19989                  3      Y       No
## 27         Single       10092                  2      Y      Yes
## 28        Married       26582                  0      Y      Yes
## 29         Single       23553                  1      Y       No
## 30        Married       11868                  4      Y       No
## 31        Married       16632                  9      Y       No
## 32        Married        9282                  7      Y       No
## 33       Divorced       13693                  8      Y       No
## 34        Married        4060                  8      Y       No
## 35        Married        5404                  3      Y       No
## 36        Married       13401                  0      Y       No
## 37        Married        3142                  2      Y      Yes
## 38       Divorced       23177                  7      Y       No
## 39         Single       11179                  1      Y      Yes
## 40         Single       15178                  1      Y       No
## 41        Married       18625                  3      Y       No
## 42        Married        5224                  0      Y      Yes
## 43        Married       25605                  4      Y       No
## 44         Single        5615                  2      Y       No
## 45         Single       23371                  6      Y       No
## 46         Single       24812                  0      Y       No
## 47        Married       12719                  1      Y       No
## 48         Single        9125                  1      Y       No
## 49        Married       23384                  1      Y       No
## 50        Married        9964                  4      Y      Yes
## 51         Single       18398                  0      Y       No
## 52        Married        4892                  1      Y       No
## 53       Divorced        7858                  7      Y       No
## 54        Married       12858                  7      Y       No
## 55        Married       18685                  3      Y       No
## 56        Married       22495                  3      Y      Yes
## 57        Married       11693                  1      Y       No
## 58        Married        3376                  3      Y       No
## 59       Divorced        7324                  1      Y      Yes
## 60         Single       11864                  0      Y       No
## 61       Divorced       12313                  1      Y      Yes
## 62         Single       19373                  3      Y       No
## 63        Married       19566                  1      Y       No
## 64       Divorced       13384                  9      Y      Yes
## 65         Single       13008                  1      Y       No
## 66         Single       16998                  2      Y      Yes
## 67       Divorced       12368                  7      Y       No
## 68         Single       25150                  2      Y       No
## 69         Single        5340                  7      Y       No
## 70        Married        3692                  1      Y       No
## 71         Single       21831                  3      Y       No
## 72        Married        4658                  2      Y       No
## 73         Single        2354                  7      Y       No
## 74        Married        4658                  0      Y       No
## 75         Single        9724                  1      Y       No
## 76       Divorced       24483                  1      Y       No
## 77         Single        4567                  1      Y       No
## 78       Divorced        3032                  1      Y       No
## 79       Divorced       22808                  0      Y      Yes
## 80         Single       10339                  4      Y      Yes
## 81        Married        6161                  3      Y       No
## 82        Married       22217                  1      Y       No
## 83         Single       13848                  3      Y       No
## 84         Single       19826                  0      Y      Yes
## 85         Single        8770                  9      Y       No
## 86        Married        6595                  4      Y       No
## 87         Single       21698                  4      Y       No
## 88         Single       11135                  9      Y       No
## 89         Single       11591                  3      Y      Yes
## 90         Single       25761                  7      Y      Yes
## 91         Single       22673                  1      Y       No
## 92       Divorced       24447                  1      Y       No
## 93       Divorced        4284                  2      Y       No
## 94        Married       18767                  9      Y       No
## 95        Married       26897                  1      Y       No
## 96       Divorced       16701                  5      Y      Yes
## 97         Single        8489                  1      Y       No
## 98        Married        3809                  1      Y       No
## 99        Married        9490                  2      Y       No
## 100      Divorced       14180                  2      Y      Yes
## 101        Single        5099                  1      Y       No
## 102       Married       17369                  0      Y      Yes
## 103        Single        6842                  0      Y      Yes
## 104        Single       11757                  1      Y       No
## 105      Divorced       24117                  1      Y       No
## 106        Single       14961                  1      Y      Yes
## 107        Single       13119                  2      Y       No
## 108        Single       22154                  0      Y       No
## 109       Married       23457                  1      Y      Yes
## 110       Married       12124                  2      Y       No
## 111       Married       26204                  0      Y       No
## 112       Married       11563                  2      Y      Yes
## 113        Single        3300                  7      Y       No
## 114        Single       21378                  0      Y       No
## 115       Married       14369                  4      Y       No
## 116        Single       15318                  3      Y      Yes
## 117       Married        4223                  0      Y      Yes
## 118       Married       23343                  4      Y       No
## 119        Single        5083                  1      Y      Yes
## 120        Single        7551                  0      Y      Yes
## 121       Married        7790                  8      Y       No
## 122       Married       17616                  1      Y       No
## 123       Married       13982                  0      Y      Yes
## 124       Married       25440                  5      Y       No
## 125        Single       19899                  1      Y      Yes
## 126        Single       12482                  1      Y       No
## 127       Married       12127                  0      Y       No
## 128        Single        5652                  6      Y       No
## 129      Divorced        6812                  6      Y       No
## 130        Single       18016                  1      Y      Yes
## 131      Divorced       10425                  8      Y      Yes
## 132        Single       25751                  3      Y       No
## 133      Divorced       25518                  0      Y       No
## 134      Divorced        7389                  5      Y       No
## 135       Married       16530                  8      Y       No
## 136       Married       16495                  3      Y      Yes
## 137        Single       13251                  1      Y       No
## 138      Divorced       18899                  9      Y       No
## 139      Divorced       18640                  3      Y       No
## 140       Married       16047                  2      Y      Yes
## 141      Divorced       22573                  6      Y       No
## 142      Divorced       15000                  6      Y       No
## 143       Married       24624                  1      Y      Yes
## 144       Married        6208                  4      Y       No
## 145        Single       22967                  5      Y       No
## 146      Divorced        5855                  5      Y       No
## 147      Divorced        8007                  0      Y      Yes
## 148       Married       11439                  1      Y       No
## 149       Married        8053                  2      Y       No
## 150        Single       13493                  1      Y       No
## 151       Married       16177                  0      Y       No
## 152        Single       15276                  4      Y       No
## 153      Divorced        5141                  8      Y       No
## 154       Married        3395                  3      Y       No
## 155      Divorced       12888                  4      Y       No
## 156        Single       15302                  2      Y       No
## 157       Married       17822                  3      Y       No
## 158        Single       12090                  1      Y      Yes
## 159        Single       24785                  9      Y       No
## 160       Married        2326                  9      Y       No
## 161       Married       20497                  0      Y      Yes
## 162        Single        5033                  0      Y       No
## 163      Divorced        8842                  1      Y      Yes
## 164       Married       14908                  1      Y      Yes
## 165      Divorced       23099                  3      Y       No
## 166        Single       26999                  1      Y      Yes
## 167        Single       22807                  1      Y       No
## 168       Married        6729                  2      Y       No
## 169        Single        7914                  7      Y       No
## 170       Married       25549                  4      Y       No
## 171        Single       11652                  0      Y       No
## 172        Single        3339                  3      Y      Yes
## 173       Married       12695                  0      Y       No
## 174       Married        2823                  1      Y      Yes
## 175        Single        2122                  1      Y       No
## 176      Divorced        7160                  1      Y       No
## 177       Married        7653                  4      Y       No
## 178       Married       23364                  6      Y       No
## 179        Single       25681                  1      Y      Yes
## 180      Divorced       22098                  6      Y      Yes
## 181       Married       14618                  0      Y       No
## 182        Single        7703                  1      Y       No
## 183      Divorced        2227                  4      Y      Yes
## 184      Divorced        9834                  5      Y       No
## 185        Single        6297                  2      Y       No
## 186       Married        9396                  5      Y       No
## 187       Married        9679                  5      Y       No
## 188       Married        7744                  5      Y      Yes
## 189      Divorced       12832                  2      Y       No
## 190       Married       19911                  0      Y       No
## 191       Married        2721                  0      Y       No
## 192      Divorced       17000                  1      Y       No
## 193      Divorced        5335                  3      Y       No
## 194      Divorced       25103                  1      Y      Yes
## 195      Divorced       17056                  2      Y      Yes
## 196       Married        4344                  1      Y       No
## 197       Married       12549                  2      Y       No
## 198       Married        3854                  5      Y       No
## 199       Married       17456                  0      Y       No
## 200       Married        9983                  7      Y       No
## 201       Married        6527                  8      Y       No
## 202       Married        4156                  1      Y       No
## 203        Single        5050                  1      Y       No
## 204       Married        9128                  3      Y       No
## 205       Married       20328                  4      Y       No
## 206       Married       24097                  8      Y       No
## 207      Divorced       10735                  4      Y       No
## 208      Divorced       18624                  1      Y       No
## 209        Single       26285                  4      Y       No
## 210      Divorced       12932                  2      Y       No
## 211        Single        2725                  2      Y       No
## 212       Married        8952                  1      Y       No
## 213       Married       26956                  1      Y       No
## 214       Married       18659                  9      Y       No
## 215        Single        8787                  0      Y       No
## 216       Married       23772                  5      Y      Yes
## 217       Married       20943                  1      Y       No
## 218       Married       20471                  6      Y      Yes
## 219       Married       10077                  0      Y      Yes
## 220       Married        7100                  1      Y      Yes
## 221      Divorced       11866                  1      Y      Yes
## 222      Divorced       10436                  1      Y       No
## 223      Divorced       10056                  1      Y      Yes
## 224      Divorced       11591                  7      Y       No
## 225      Divorced       18384                  1      Y       No
## 226       Married       15701                  6      Y       No
## 227       Married       18697                  2      Y       No
## 228      Divorced        9732                  6      Y       No
## 229       Married        3956                  1      Y       No
## 230        Single        4992                  1      Y       No
## 231       Married        6499                  1      Y       No
## 232      Divorced       22553                  7      Y       No
## 233       Married       19682                  3      Y       No
## 234       Married       20715                  7      Y      Yes
## 235        Single       23293                  2      Y       No
## 236      Divorced       17940                  0      Y       No
## 237       Married       14377                  1      Y      Yes
## 238        Single       26894                  4      Y       No
## 239        Single       12916                  1      Y       No
## 240       Married       15975                  0      Y       No
## 241       Married       12250                  1      Y       No
## 242       Married       11038                  3      Y      Yes
## 243       Married       24619                  7      Y      Yes
## 244       Married       23452                  3      Y      Yes
## 245        Single       13084                  2      Y       No
## 246       Married       23844                  0      Y       No
## 247        Single       21123                  2      Y      Yes
## 248       Married       16392                  0      Y       No
## 249      Divorced        9255                  2      Y      Yes
## 250      Divorced        2912                  1      Y      Yes
## 251      Divorced       16586                  4      Y      Yes
## 252        Single       16154                  2      Y       No
## 253       Married        5771                  1      Y       No
## 254       Married       20462                  9      Y       No
## 255       Married       21643                  0      Y       No
## 256        Single       20989                  0      Y       No
## 257       Married       14168                  1      Y      Yes
## 258       Married       21821                  8      Y       No
## 259        Single       15896                  1      Y       No
## 260       Married        6881                  1      Y       No
## 261      Divorced       13523                  9      Y       No
## 262      Divorced       17334                  6      Y      Yes
## 263       Married        5718                  1      Y       No
## 264        Single       23826                  1      Y       No
## 265        Single       10224                  7      Y       No
## 266       Married       11141                  1      Y       No
## 267       Married       17663                  6      Y       No
## 268      Divorced        4297                  0      Y       No
## 269      Divorced        9647                  0      Y       No
## 270       Married        3525                  1      Y       No
## 271       Married       14408                  0      Y       No
## 272       Married       21173                  0      Y       No
## 273        Single       22245                  7      Y       No
## 274        Single       24252                  1      Y       No
## 275       Married       10503                  4      Y      Yes
## 276        Single       23333                  8      Y       No
## 277       Married       10228                  2      Y       No
## 278      Divorced       16031                  8      Y       No
## 279      Divorced        5598                  1      Y       No
## 280       Married       15830                  1      Y       No
## 281      Divorced       15748                  1      Y       No
## 282        Single       20392                  3      Y       No
## 283        Single       16885                  3      Y       No
## 284       Married       22955                  1      Y      Yes
## 285       Married        5549                  1      Y       No
## 286        Single        7192                  3      Y       No
## 287      Divorced       23522                  6      Y      Yes
## 288       Married       19573                  4      Y      Yes
## 289       Married        7950                  1      Y       No
## 290      Divorced        2819                  6      Y       No
## 291        Single       10826                  1      Y      Yes
## 292        Single       15397                  4      Y      Yes
## 293       Married        7003                  1      Y       No
## 294        Single       23848                  4      Y       No
## 295       Married       20898                  1      Y      Yes
## 296       Married        7331                  1      Y       No
## 297       Married       26542                  4      Y       No
## 298        Single       19558                  0      Y       No
## 299      Divorced        5013                  0      Y       No
## 300       Married       22977                  1      Y      Yes
##     PercentSalaryHike PerformanceRating RelationshipSatisfaction
## 1                  20                 4                        3
## 2                  18                 3                        1
## 3                  17                 3                        3
## 4                  22                 4                        2
## 5                  11                 3                        1
## 6                  14                 3                        3
## 7                  13                 3                        1
## 8                  20                 4                        3
## 9                  25                 4                        3
## 10                 16                 3                        2
## 11                 11                 3                        1
## 12                 22                 4                        3
## 13                 14                 3                        1
## 14                 19                 3                        2
## 15                 19                 3                        2
## 16                 19                 3                        1
## 17                 17                 3                        4
## 18                 14                 3                        3
## 19                 22                 4                        4
## 20                 17                 3                        2
## 21                 13                 3                        3
## 22                 12                 3                        2
## 23                 16                 3                        4
## 24                 20                 4                        2
## 25                 14                 3                        2
## 26                 14                 3                        3
## 27                 20                 4                        3
## 28                 13                 3                        4
## 29                 12                 3                        4
## 30                 13                 3                        2
## 31                 12                 3                        4
## 32                 12                 3                        3
## 33                 14                 3                        3
## 34                 19                 3                        3
## 35                 13                 3                        2
## 36                 17                 3                        3
## 37                 13                 3                        3
## 38                 16                 3                        3
## 39                 13                 3                        3
## 40                 13                 3                        4
## 41                 14                 3                        2
## 42                 11                 3                        2
## 43                 17                 3                        4
## 44                 12                 3                        4
## 45                 14                 3                        2
## 46                 14                 3                        2
## 47                 25                 4                        3
## 48                 13                 3                        1
## 49                 22                 4                        2
## 50                 20                 4                        1
## 51                 14                 3                        1
## 52                 19                 3                        4
## 53                 14                 3                        2
## 54                 16                 3                        1
## 55                 25                 4                        3
## 56                 13                 3                        3
## 57                 15                 3                        3
## 58                 12                 3                        1
## 59                 13                 3                        2
## 60                 13                 3                        3
## 61                 14                 3                        3
## 62                 15                 3                        4
## 63                 16                 3                        3
## 64                 14                 3                        4
## 65                 19                 3                        2
## 66                 11                 3                        3
## 67                 16                 3                        3
## 68                 15                 3                        4
## 69                 13                 3                        1
## 70                 19                 3                        4
## 71                 14                 3                        2
## 72                 11                 3                        1
## 73                 11                 3                        4
## 74                 18                 3                        2
## 75                 12                 3                        1
## 76                 19                 3                        4
## 77                 13                 3                        2
## 78                 22                 4                        2
## 79                 11                 3                        2
## 80                 12                 3                        4
## 81                 22                 4                        2
## 82                 14                 3                        2
## 83                 15                 3                        1
## 84                 14                 3                        3
## 85                 15                 3                        3
## 86                 21                 4                        3
## 87                 11                 3                        1
## 88                 12                 3                        2
## 89                 16                 3                        4
## 90                 12                 3                        4
## 91                 19                 3                        1
## 92                 17                 3                        1
## 93                 15                 3                        3
## 94                 15                 3                        3
## 95                 11                 3                        3
## 96                 12                 3                        4
## 97                 14                 3                        2
## 98                 13                 3                        2
## 99                 22                 4                        3
## 100                13                 3                        4
## 101                14                 3                        1
## 102                11                 3                        3
## 103                11                 3                        3
## 104                13                 3                        4
## 105                15                 3                        2
## 106                13                 3                        3
## 107                13                 3                        4
## 108                13                 3                        1
## 109                20                 4                        2
## 110                13                 3                        3
## 111                23                 4                        1
## 112                19                 3                        3
## 113                15                 3                        2
## 114                18                 3                        4
## 115                13                 3                        1
## 116                14                 3                        1
## 117                11                 3                        2
## 118                12                 3                        3
## 119                13                 3                        3
## 120                16                 3                        4
## 121                11                 3                        3
## 122                16                 3                        4
## 123                19                 3                        4
## 124                12                 3                        4
## 125                13                 3                        2
## 126                14                 3                        3
## 127                17                 3                        2
## 128                19                 3                        4
## 129                13                 3                        2
## 130                24                 4                        3
## 131                22                 4                        4
## 132                19                 3                        1
## 133                13                 3                        3
## 134                13                 3                        3
## 135                12                 3                        4
## 136                12                 3                        3
## 137                19                 3                        1
## 138                14                 3                        2
## 139                18                 3                        2
## 140                20                 4                        4
## 141                11                 3                        2
## 142                15                 3                        3
## 143                11                 3                        4
## 144                17                 3                        3
## 145                15                 3                        3
## 146                12                 3                        3
## 147                11                 3                        3
## 148                13                 3                        1
## 149                12                 3                        3
## 150                15                 3                        4
## 151                19                 3                        2
## 152                15                 3                        2
## 153                14                 3                        2
## 154                23                 4                        4
## 155                13                 3                        2
## 156                13                 3                        3
## 157                12                 3                        4
## 158                11                 3                        2
## 159                14                 3                        1
## 160                14                 3                        4
## 161                13                 3                        1
## 162                13                 3                        2
## 163                16                 3                        2
## 164                13                 3                        3
## 165                11                 3                        3
## 166                11                 3                        4
## 167                23                 4                        2
## 168                15                 3                        3
## 169                21                 4                        3
## 170                12                 3                        1
## 171                11                 3                        2
## 172                11                 3                        2
## 173                19                 3                        3
## 174                14                 3                        4
## 175                14                 3                        3
## 176                15                 3                        1
## 177                11                 3                        1
## 178                11                 3                        2
## 179                13                 3                        4
## 180                14                 3                        4
## 181                16                 3                        2
## 182                13                 3                        1
## 183                14                 3                        4
## 184                18                 3                        2
## 185                13                 3                        3
## 186                13                 3                        3
## 187                19                 3                        3
## 188                22                 4                        3
## 189                13                 3                        3
## 190                17                 3                        1
## 191                24                 4                        1
## 192                13                 3                        1
## 193                23                 4                        3
## 194                21                 4                        2
## 195                13                 3                        4
## 196                14                 3                        4
## 197                14                 3                        2
## 198                11                 3                        4
## 199                14                 3                        1
## 200                15                 3                        4
## 201                14                 3                        2
## 202                12                 3                        2
## 203                17                 3                        4
## 204                16                 3                        3
## 205                16                 3                        3
## 206                23                 4                        1
## 207                11                 3                        4
## 208                11                 3                        1
## 209                12                 3                        4
## 210                11                 3                        2
## 211                14                 3                        4
## 212                12                 3                        4
## 213                19                 3                        1
## 214                11                 3                        3
## 215                21                 4                        2
## 216                21                 4                        3
## 217                19                 3                        3
## 218                13                 3                        2
## 219                12                 3                        3
## 220                11                 3                        4
## 221                14                 3                        1
## 222                24                 4                        1
## 223                14                 3                        3
## 224                12                 3                        2
## 225                12                 3                        4
## 226                12                 3                        2
## 227                14                 3                        1
## 228                11                 3                        3
## 229                13                 3                        3
## 230                15                 3                        2
## 231                14                 3                        2
## 232                12                 3                        3
## 233                18                 3                        4
## 234                18                 3                        4
## 235                18                 3                        3
## 236                14                 3                        4
## 237                14                 3                        4
## 238                11                 3                        2
## 239                14                 3                        4
## 240                16                 3                        4
## 241                12                 3                        4
## 242                14                 3                        3
## 243                12                 3                        4
## 244                14                 3                        1
## 245                23                 4                        2
## 246                19                 3                        4
## 247                12                 3                        4
## 248                11                 3                        1
## 249                13                 3                        4
## 250                18                 3                        4
## 251                13                 3                        2
## 252                22                 4                        3
## 253                21                 4                        2
## 254                23                 4                        4
## 255                17                 3                        4
## 256                21                 4                        1
## 257                16                 3                        4
## 258                20                 4                        2
## 259                19                 3                        2
## 260                15                 3                        1
## 261                12                 3                        1
## 262                13                 3                        4
## 263                13                 3                        2
## 264                22                 4                        2
## 265                22                 4                        1
## 266                16                 3                        1
## 267                20                 4                        2
## 268                17                 3                        4
## 269                12                 3                        3
## 270                24                 4                        1
## 271                21                 4                        2
## 272                11                 3                        4
## 273                14                 3                        2
## 274                14                 3                        2
## 275                11                 3                        3
## 276                15                 3                        3
## 277                12                 3                        1
## 278                12                 3                        2
## 279                15                 3                        1
## 280                19                 3                        1
## 281                11                 3                        4
## 282                20                 4                        2
## 283                12                 3                        4
## 284                11                 3                        4
## 285                14                 3                        3
## 286                18                 3                        3
## 287                19                 3                        3
## 288                22                 4                        4
## 289                13                 3                        3
## 290                20                 4                        4
## 291                11                 3                        3
## 292                14                 3                        4
## 293                13                 3                        2
## 294                17                 3                        4
## 295                14                 3                        1
## 296                20                 4                        3
## 297                20                 4                        4
## 298                11                 3                        2
## 299                12                 3                        3
## 300                12                 3                        1
##     StandardHours StockOptionLevel TotalWorkingYears TrainingTimesLastYear
## 1              80                1                 7                     5
## 2              80                0                 5                     4
## 3              80                0                24                     2
## 4              80                0                 5                     3
## 5              80                2                 7                     3
## 6              80                1                19                     6
## 7              80                1                 8                     2
## 8              80                0                 2                     2
## 9              80                3                10                     2
## 10             80                0                29                     1
## 11             80                1                28                     1
## 12             80                1                 7                     3
## 13             80                1                 6                     5
## 14             80                1                 5                     3
## 15             80                2                10                     2
## 16             80                1                 4                     3
## 17             80                2                11                     3
## 18             80                1                 7                     3
## 19             80                1                10                     3
## 20             80                0                 6                     2
## 21             80                0                 9                     4
## 22             80                1                 9                     3
## 23             80                0                 9                     3
## 24             80                2                 6                     3
## 25             80                2                29                     3
## 26             80                1                12                     4
## 27             80                0                11                     2
## 28             80                0                21                     3
## 29             80                0                10                     6
## 30             80                1                 6                     3
## 31             80                1                 6                     3
## 32             80                1                11                     4
## 33             80                1                18                     2
## 34             80                2                 8                     3
## 35             80                1                26                     4
## 36             80                1                 4                     3
## 37             80                1                21                     5
## 38             80                2                 8                     2
## 39             80                0                 2                     3
## 40             80                0                 1                     2
## 41             80                1                25                     2
## 42             80                1                 7                     2
## 43             80                1                 7                     5
## 44             80                0                14                     6
## 45             80                0                 8                     6
## 46             80                0                 5                     2
## 47             80                1                 3                     3
## 48             80                0                 5                     4
## 49             80                0                 1                     5
## 50             80                3                12                     3
## 51             80                0                 4                     3
## 52             80                0                 1                     2
## 53             80                1                 9                     3
## 54             80                1                10                     3
## 55             80                1                36                     6
## 56             80                1                10                     3
## 57             80                2                10                     4
## 58             80                1                20                     3
## 59             80                2                 1                     2
## 60             80                0                 8                     2
## 61             80                1                15                     3
## 62             80                0                10                     6
## 63             80                1                10                     2
## 64             80                1                 3                     3
## 65             80                0                 1                     2
## 66             80                0                 4                     2
## 67             80                1                17                     3
## 68             80                0                18                     2
## 69             80                0                18                     2
## 70             80                1                 1                     3
## 71             80                0                15                     3
## 72             80                1                11                     3
## 73             80                0                28                     3
## 74             80                1                 4                     2
## 75             80                0                 0                     2
## 76             80                1                 6                     0
## 77             80                0                 1                     3
## 78             80                2                 3                     3
## 79             80                1                 8                     2
## 80             80                0                 8                     2
## 81             80                2                10                     1
## 82             80                1                 8                     3
## 83             80                0                 8                     3
## 84             80                0                 6                     3
## 85             80                0                 9                     2
## 86             80                2                 9                     2
## 87             80                0                37                     3
## 88             80                0                10                     2
## 89             80                0                21                     2
## 90             80                0                40                     2
## 91             80                0                 6                     1
## 92             80                2                 9                     3
## 93             80                1                13                     3
## 94             80                1                12                     3
## 95             80                2                 2                     2
## 96             80                1                29                     2
## 97             80                0                 5                     3
## 98             80                2                10                     2
## 99             80                1                32                     3
## 100            80                1                 5                     2
## 101            80                0                 7                     5
## 102            80                2                10                     2
## 103            80                0                 5                     2
## 104            80                0                 1                     0
## 105            80                2                 5                     6
## 106            80                0                 4                     3
## 107            80                0                19                     0
## 108            80                0                 6                     2
## 109            80                1                17                     2
## 110            80                1                23                     2
## 111            80                2                 6                     5
## 112            80                1                15                     3
## 113            80                0                 6                     3
## 114            80                0                 5                     2
## 115            80                1                 8                     2
## 116            80                0                 8                     2
## 117            80                1                 1                     5
## 118            80                1                 7                     3
## 119            80                0                21                     2
## 120            80                0                 3                     5
## 121            80                2                13                     2
## 122            80                1                 5                     1
## 123            80                0                12                     2
## 124            80                3                 5                     2
## 125            80                0                 6                     1
## 126            80                0                16                     3
## 127            80                1                 3                     0
## 128            80                0                29                     3
## 129            80                1                12                     2
## 130            80                0                 1                     2
## 131            80                1                16                     2
## 132            80                0                 5                     3
## 133            80                2                10                     4
## 134            80                3                20                     2
## 135            80                1                10                     3
## 136            80                0                 9                     3
## 137            80                0                 2                     3
## 138            80                1                10                     2
## 139            80                1                26                     6
## 140            80                1                13                     3
## 141            80                2                17                     5
## 142            80                1                12                     3
## 143            80                0                13                     2
## 144            80                1                11                     3
## 145            80                0                 9                     5
## 146            80                1                 8                     0
## 147            80                1                10                     4
## 148            80                2                10                     3
## 149            80                1                12                     2
## 150            80                0                 0                     2
## 151            80                1                 9                     3
## 152            80                0                 7                     6
## 153            80                3                 7                     2
## 154            80                1                25                     3
## 155            80                1                21                     2
## 156            80                0                21                     3
## 157            80                0                 9                     1
## 158            80                0                 5                     3
## 159            80                0                 4                     3
## 160            80                1                24                     1
## 161            80                3                 4                     3
## 162            80                0                10                     5
## 163            80                1                 9                     3
## 164            80                1                 1                     3
## 165            80                2                11                     2
## 166            80                0                 1                     5
## 167            80                0                 6                     5
## 168            80                1                16                     1
## 169            80                0                 9                     3
## 170            80                1                11                     3
## 171            80                0                 6                     2
## 172            80                0                 6                     1
## 173            80                2                10                     2
## 174            80                1                18                     1
## 175            80                0                 5                     3
## 176            80                2                 1                     2
## 177            80                2                 7                     2
## 178            80                2                12                     2
## 179            80                0                 8                     2
## 180            80                2                 7                     2
## 181            80                1                34                     4
## 182            80                0                 8                     2
## 183            80                0                 8                     3
## 184            80                1                 6                     2
## 185            80                0                 6                     0
## 186            80                1                 6                     5
## 187            80                1                 6                     1
## 188            80                1                22                     3
## 189            80                0                19                     4
## 190            80                0                 6                     2
## 191            80                1                13                     2
## 192            80                1                 9                     3
## 193            80                1                15                     2
## 194            80                1                 3                     2
## 195            80                1                12                     2
## 196            80                1                 5                     2
## 197            80                3                20                     2
## 198            80                0                33                     5
## 199            80                2                 5                     2
## 200            80                1                 4                     2
## 201            80                1                 5                     4
## 202            80                1                13                     5
## 203            80                0                 2                     2
## 204            80                1                10                     3
## 205            80                1                 6                     3
## 206            80                0                28                     2
## 207            80                1                26                     3
## 208            80                1                10                     2
## 209            80                0                10                     2
## 210            80                1                19                     3
## 211            80                0                 8                     2
## 212            80                1                 4                     5
## 213            80                1                 1                     3
## 214            80                0                15                     2
## 215            80                0                10                     2
## 216            80                1                20                     2
## 217            80                1                 6                     3
## 218            80                1                 6                     0
## 219            80                1                 6                     4
## 220            80                0                 6                     3
## 221            80                2                 7                     2
## 222            80                1                15                     4
## 223            80                3                10                     1
## 224            80                1                 7                     2
## 225            80                2                 6                     2
## 226            80                1                 8                     2
## 227            80                1                17                     2
## 228            80                1                 6                     0
## 229            80                1                 8                     4
## 230            80                0                10                     4
## 231            80                1                21                     2
## 232            80                2                 8                     5
## 233            80                1                13                     0
## 234            80                1                35                     3
## 235            80                0                 8                     6
## 236            80                2                 8                     2
## 237            80                2                 9                     3
## 238            80                0                10                     1
## 239            80                0                 7                     2
## 240            80                1                 6                     2
## 241            80                1                15                     5
## 242            80                1                14                     1
## 243            80                0                15                     2
## 244            80                1                18                     4
## 245            80                0                25                     3
## 246            80                1                 8                     2
## 247            80                0                18                     2
## 248            80                3                10                     6
## 249            80                1                24                     3
## 250            80                2                 8                     3
## 251            80                1                20                     3
## 252            80                0                27                     3
## 253            80                0                10                     6
## 254            80                1                22                     1
## 255            80                0                 2                     5
## 256            80                0                 1                     5
## 257            80                1                 6                     4
## 258            80                1                 9                     3
## 259            80                0                22                     2
## 260            80                1                 4                     3
## 261            80                1                 9                     3
## 262            80                2                21                     4
## 263            80                2                10                     4
## 264            80                0                 4                     3
## 265            80                0                10                     2
## 266            80                2                 6                     2
## 267            80                1                17                     3
## 268            80                1                10                     2
## 269            80                2                17                     6
## 270            80                1                14                     3
## 271            80                1                10                     2
## 272            80                1                10                     2
## 273            80                0                27                     3
## 274            80                0                 4                     3
## 275            80                0                14                     3
## 276            80                0                 8                     3
## 277            80                0                 6                     3
## 278            80                1                 4                     0
## 279            80                3                 3                     5
## 280            80                3                11                     3
## 281            80                3                 4                     2
## 282            80                0                 8                     3
## 283            80                0                20                     4
## 284            80                0                 1                     4
## 285            80                0                16                     2
## 286            80                0                21                     6
## 287            80                3                 5                     3
## 288            80                1                15                     2
## 289            80                1                 4                     0
## 290            80                2                 7                     0
## 291            80                0                 6                     4
## 292            80                0                10                     4
## 293            80                0                11                     3
## 294            80                0                12                     3
## 295            80                1                 8                     2
## 296            80                1                 2                     2
## 297            80                1                14                     6
## 298            80                0                 6                     6
## 299            80                2                 6                     5
## 300            80                1                 8                     3
##     WorkLifeBalance YearsAtCompany YearsInCurrentRole
## 1                 3              7                  7
## 2                 3              3                  2
## 3                 2             19                  7
## 4                 3              5                  4
## 5                 3              7                  7
## 6                 4              1                  0
## 7                 4              7                  7
## 8                 1              2                  2
## 9                 2             10                  7
## 10                2              5                  2
## 11                4              7                  7
## 12                3              4                  2
## 13                2              6                  0
## 14                3              4                  2
## 15                3              0                  0
## 16                4              3                  2
## 17                3              7                  0
## 18                3              0                  0
## 19                2              7                  7
## 20                1              5                  4
## 21                3              9                  8
## 22                3              4                  2
## 23                3              9                  8
## 24                3              6                  5
## 25                3              8                  7
## 26                2              9                  8
## 27                2              0                  0
## 28                2             20                  8
## 29                4             10                  8
## 30                3              2                  2
## 31                3              2                  2
## 32                2              1                  0
## 33                3              8                  7
## 34                2              1                  0
## 35                4              9                  3
## 36                3              3                  2
## 37                2             10                  9
## 38                2              6                  2
## 39                2              2                  2
## 40                3              1                  0
## 41                3              8                  7
## 42                3              6                  2
## 43                2              4                  3
## 44                3             11                 10
## 45                3              2                  2
## 46                3              4                  3
## 47                3              3                  2
## 48                3              5                  3
## 49                3              1                  0
## 50                2              1                  0
## 51                3              3                  2
## 52                3              1                  0
## 53                2              1                  0
## 54                4              4                  3
## 55                3             10                  8
## 56                3              7                  7
## 57                4             10                  7
## 58                3             18                 16
## 59                2              1                  0
## 60                2              7                  7
## 61                3             15                 14
## 62                3              7                  7
## 63                3             10                  7
## 64                2              1                  0
## 65                3              1                  0
## 66                2              0                  0
## 67                3              4                  2
## 68                3              4                  2
## 69                3              7                  7
## 70                3              1                  0
## 71                1              5                  4
## 72                3              7                  6
## 73                2             21                 16
## 74                3              3                  2
## 75                3              0                  0
## 76                4              6                  4
## 77                3              1                  0
## 78                1              3                  2
## 79                2              7                  7
## 80                3              5                  4
## 81                2              6                  3
## 82                2              7                  7
## 83                2              4                  3
## 84                2              5                  4
## 85                2              5                  4
## 86                4              5                  0
## 87                2              6                  4
## 88                3              8                  7
## 89                3              2                  0
## 90                3             31                 15
## 91                3              6                  5
## 92                3              9                  8
## 93                2              4                  3
## 94                1              8                  3
## 95                3              2                  2
## 96                2             27                  3
## 97                1              5                  4
## 98                3             10                  9
## 99                3              2                  2
## 100               3              3                  2
## 101               3              7                  7
## 102               1              9                  7
## 103               2              4                  2
## 104               4              1                  0
## 105               3              4                  2
## 106               2              4                  3
## 107               3              2                  2
## 108               3              5                  2
## 109               3             17                 14
## 110               4              1                  0
## 111               3              5                  3
## 112               3              3                  2
## 113               2              2                  2
## 114               3              4                  2
## 115               2              6                  3
## 116               3              4                  1
## 117               3              0                  0
## 118               2              4                  3
## 119               3             21                  6
## 120               3              2                  2
## 121               3              5                  4
## 122               3              5                  3
## 123               1             11                  9
## 124               3              0                  0
## 125               3              5                  3
## 126               3             16                 13
## 127               2              2                  1
## 128               2             20                  7
## 129               3             10                  9
## 130               1              1                  0
## 131               3              4                  2
## 132               3              0                  0
## 133               2              9                  5
## 134               3              5                  0
## 135               2              8                  2
## 136               2              4                  2
## 137               3              2                  2
## 138               3              2                  2
## 139               3              7                  7
## 140               1              7                  7
## 141               3              1                  0
## 142               3              1                  0
## 143               3             13                 12
## 144               2              7                  1
## 145               2              6                  3
## 146               3              6                  4
## 147               3              9                  6
## 148               3             10                  8
## 149               3             10                  9
## 150               3              0                  0
## 151               4              8                  7
## 152               3              1                  0
## 153               3              2                  2
## 154               2             23                 15
## 155               2              7                  6
## 156               2              6                  0
## 157               3              2                  2
## 158               3              5                  4
## 159               3              2                  2
## 160               3             20                  6
## 161               2              3                  2
## 162               3              9                  7
## 163               3              9                  8
## 164               2              1                  0
## 165               4              8                  7
## 166               3              1                  0
## 167               2              6                  5
## 168               4              9                  7
## 169               3              4                  3
## 170               2              8                  7
## 171               4              5                  4
## 172               3              3                  2
## 173               3              9                  7
## 174               2             18                 14
## 175               2              5                  3
## 176               3              1                  0
## 177               3              5                  2
## 178               3             10                  6
## 179               3              8                  2
## 180               2              2                  2
## 181               3             33                  7
## 182               3              8                  1
## 183               3              5                  2
## 184               3              2                  2
## 185               2              4                  2
## 186               3              2                  2
## 187               3              2                  2
## 188               3             17                 13
## 189               2             10                  0
## 190               1              5                  3
## 191               2             12                  9
## 192               3              9                  7
## 193               1             13                 11
## 194               3              3                  2
## 195               3              5                  3
## 196               4              4                  3
## 197               3              5                  3
## 198               1             29                  8
## 199               3              4                  3
## 200               3              2                  2
## 201               3              1                  0
## 202               1             13                 10
## 203               3              2                  1
## 204               3              7                  0
## 205               3              0                  0
## 206               3             26                 15
## 207               2             14                 13
## 208               3             10                  8
## 209               3              8                  0
## 210               3              5                  4
## 211               3              2                  2
## 212               3              4                  3
## 213               2              1                  0
## 214               3             11                  9
## 215               3              9                  7
## 216               3             18                 13
## 217               3              5                  2
## 218               1              1                  0
## 219               3              5                  2
## 220               3              6                  2
## 221               3              7                  7
## 222               2             15                 12
## 223               3             10                  8
## 224               4              5                  1
## 225               3              6                  3
## 226               2              6                  5
## 227               2              3                  1
## 228               2              4                  2
## 229               3              8                  0
## 230               1             10                  3
## 231               3             20                  8
## 232               3              5                  4
## 233               3              8                  7
## 234               3              5                  2
## 235               3              6                  2
## 236               2              7                  5
## 237               2              9                  7
## 238               4              2                  2
## 239               3              7                  7
## 240               1              5                  3
## 241               3             14                 11
## 242               1              6                  4
## 243               4              7                  6
## 244               3              4                  3
## 245               3             17                 14
## 246               2              7                  6
## 247               2              1                  0
## 248               3              9                  8
## 249               3              6                  0
## 250               3              8                  2
## 251               3              3                  2
## 252               2              5                  4
## 253               3             10                  8
## 254               3             20                  8
## 255               2              1                  0
## 256               4              0                  0
## 257               3              6                  3
## 258               3              5                  2
## 259               3             22                 10
## 260               2              4                  3
## 261               3              2                  2
## 262               3             19                  9
## 263               3             10                  2
## 264               3              4                  3
## 265               4              5                  4
## 266               3              5                  3
## 267               3              5                  4
## 268               3              9                  3
## 269               2             16                 10
## 270               3             14                 10
## 271               3              9                  0
## 272               3              9                  7
## 273               3             15                 11
## 274               3              4                  2
## 275               3             10                  7
## 276               3              5                  3
## 277               4              4                  3
## 278               2              2                  2
## 279               3              3                  2
## 280               3             11                 10
## 281               3              4                  2
## 282               3              6                  2
## 283               2              4                  3
## 284               2              1                  1
## 285               2             15                 11
## 286               3              7                  7
## 287               3              3                  2
## 288               3              1                  0
## 289               3              4                  2
## 290               3              3                  2
## 291               3              6                  4
## 292               4              1                  0
## 293               4             11                  8
## 294               4              6                  5
## 295               3              8                  7
## 296               3              2                  2
## 297               3             11                 10
## 298               3              5                  4
## 299               2              5                  3
## 300               2              8                  7
##     YearsSinceLastPromotion YearsWithCurrManager
## 1                         7                    7
## 2                         0                    2
## 3                         3                    8
## 4                         0                    2
## 5                         0                    7
## 6                         0                    0
## 7                         0                    7
## 8                         2                    2
## 9                         0                    9
## 10                        0                    3
## 11                        4                    3
## 12                        0                    3
## 13                        1                    2
## 14                        1                    1
## 15                        0                    0
## 16                        0                    2
## 17                        1                    6
## 18                        0                    0
## 19                        1                    7
## 20                        1                    4
## 21                        8                    8
## 22                        1                    3
## 23                        4                    7
## 24                        0                    4
## 25                        0                    7
## 26                        4                    7
## 27                        0                    0
## 28                        2                   10
## 29                        9                    6
## 30                        2                    2
## 31                        2                    2
## 32                        0                    0
## 33                        7                    7
## 34                        0                    0
## 35                        1                    1
## 36                        0                    2
## 37                        9                    5
## 38                        0                    4
## 39                        2                    2
## 40                        0                    0
## 41                        0                    7
## 42                        1                    2
## 43                        0                    2
## 44                        5                    8
## 45                        2                    1
## 46                        1                    2
## 47                        1                    2
## 48                        1                    2
## 49                        0                    0
## 50                        0                    0
## 51                        1                    2
## 52                        0                    1
## 53                        0                    0
## 54                        0                    3
## 55                        4                    7
## 56                        1                    7
## 57                        0                    8
## 58                        1                   11
## 59                        0                    0
## 60                        3                    6
## 61                        0                    7
## 62                        7                    7
## 63                        0                    7
## 64                        0                    0
## 65                        0                    0
## 66                        0                    0
## 67                        0                    3
## 68                        0                    3
## 69                        1                    7
## 70                        0                    0
## 71                        1                    0
## 72                        7                    6
## 73                        7                    9
## 74                        2                    2
## 75                        0                    0
## 76                        1                    3
## 77                        1                    0
## 78                        0                    2
## 79                        1                    0
## 80                        1                    3
## 81                        3                    3
## 82                        7                    5
## 83                        0                    1
## 84                        0                    2
## 85                        0                    3
## 86                        0                    3
## 87                        0                    2
## 88                        7                    7
## 89                        0                    2
## 90                       13                    8
## 91                        1                    5
## 92                        4                    7
## 93                        1                    2
## 94                        3                    6
## 95                        2                    1
## 96                       13                    8
## 97                        0                    4
## 98                        9                    0
## 99                        2                    2
## 100                       0                    2
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## 102                       8                    5
## 103                       0                    2
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## 105                       3                    2
## 106                       0                    1
## 107                       2                    2
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## 109                       5                   15
## 110                       0                    0
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## 112                       1                    2
## 113                       2                    2
## 114                       0                    0
## 115                       0                    0
## 116                       0                    3
## 117                       0                    0
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## 120                       2                    2
## 121                       0                    4
## 122                       0                    4
## 123                       4                    7
## 124                       0                    0
## 125                       1                    3
## 126                       2                   10
## 127                       0                    2
## 128                      12                    7
## 129                       0                    8
## 130                       0                    1
## 131                       0                    2
## 132                       0                    0
## 133                       1                    6
## 134                       0                    4
## 135                       7                    6
## 136                       0                    1
## 137                       2                    2
## 138                       1                    2
## 139                       4                    7
## 140                       4                    5
## 141                       0                    0
## 142                       0                    0
## 143                      11                    9
## 144                       0                    7
## 145                       0                    1
## 146                       0                    2
## 147                       7                    8
## 148                       0                    6
## 149                       7                    4
## 150                       0                    0
## 151                       3                    7
## 152                       0                    0
## 153                       2                    2
## 154                      14                    4
## 155                       7                    7
## 156                       1                    3
## 157                       1                    0
## 158                       1                    3
## 159                       2                    0
## 160                       3                    6
## 161                       1                    2
## 162                       1                    8
## 163                       0                    8
## 164                       1                    0
## 165                       0                    7
## 166                       1                    1
## 167                       1                    4
## 168                       7                    1
## 169                       2                    2
## 170                       1                    1
## 171                       1                    4
## 172                       0                    2
## 173                       3                    4
## 174                       4                   11
## 175                       1                    4
## 176                       0                    0
## 177                       1                    4
## 178                       8                    8
## 179                       7                    7
## 180                       2                    2
## 181                       1                    9
## 182                       1                    7
## 183                       0                    2
## 184                       2                    2
## 185                       1                    2
## 186                       0                    2
## 187                       2                    0
## 188                       1                    9
## 189                       4                    7
## 190                       0                    4
## 191                       2                    8
## 192                       7                    2
## 193                       4                    7
## 194                       0                    2
## 195                       1                    2
## 196                       0                    2
## 197                       0                    2
## 198                      11                   10
## 199                       0                    3
## 200                       2                    2
## 201                       0                    0
## 202                       3                   12
## 203                       2                    2
## 204                       1                    7
## 205                       0                    0
## 206                      15                    9
## 207                       4                    8
## 208                       0                    2
## 209                       7                    7
## 210                       0                    2
## 211                       2                    2
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## 213                       1                    0
## 214                       6                    9
## 215                       1                    8
## 216                       1                   12
## 217                       0                    2
## 218                       0                    1
## 219                       0                    3
## 220                       4                    4
## 221                       1                    7
## 222                      11                   11
## 223                       0                    7
## 224                       1                    3
## 225                       1                    5
## 226                       4                    3
## 227                       0                    2
## 228                       1                    2
## 229                       0                    7
## 230                       0                    8
## 231                       9                    9
## 232                       1                    3
## 233                       7                    5
## 234                       0                    4
## 235                       0                    1
## 236                       1                    1
## 237                       6                    8
## 238                       0                    2
## 239                       0                    7
## 240                       0                    4
## 241                       2                    9
## 242                       0                    4
## 243                       7                    7
## 244                       1                    3
## 245                      12                   11
## 246                       7                    3
## 247                       0                    1
## 248                       7                    5
## 249                       0                    4
## 250                       0                    6
## 251                       2                    0
## 252                       2                    1
## 253                       8                    7
## 254                      11                    8
## 255                       0                    0
## 256                       0                    0
## 257                       1                    2
## 258                       1                    4
## 259                       0                    4
## 260                       1                    1
## 261                       2                    2
## 262                      15                    2
## 263                       2                    2
## 264                       3                    3
## 265                       0                    4
## 266                       1                    3
## 267                       0                    3
## 268                       1                    7
## 269                       5                   13
## 270                       6                   11
## 271                       7                    8
## 272                       4                    2
## 273                       4                    8
## 274                       0                    2
## 275                       0                    2
## 276                       0                    1
## 277                       1                    2
## 278                       2                    2
## 279                       1                    2
## 280                      10                    8
## 281                       0                    3
## 282                       0                    0
## 283                       0                    3
## 284                       0                    0
## 285                       5                   11
## 286                       1                    0
## 287                       0                    2
## 288                       0                    0
## 289                       2                    2
## 290                       0                    1
## 291                       0                    2
## 292                       0                    0
## 293                       3                   10
## 294                       1                    2
## 295                       1                    7
## 296                       2                    2
## 297                      11                    1
## 298                       4                    4
## 299                       0                    3
## 300                       1                    7
#Packages Used
library(tidyverse)
## -- Attaching packages ---------------------------------------------------------------------------------------------------------------- tidyverse 1.2.1 --
## v ggplot2 3.2.1     v purrr   0.3.3
## v tibble  2.1.3     v dplyr   0.8.3
## v tidyr   1.0.0     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.4.0
## -- Conflicts ------------------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
library(dplyr)
library(ggplot2)
library(GGally)
## Registered S3 method overwritten by 'GGally':
##   method from   
##   +.gg   ggplot2
## 
## Attaching package: 'GGally'
## The following object is masked from 'package:dplyr':
## 
##     nasa
library(ggthemes)
library(doBy)
library(e1071)
library(kableExtra)
## 
## Attaching package: 'kableExtra'
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## 
##     group_rows
library(knitr)
library(mlbench)
library(maps)
## 
## Attaching package: 'maps'
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## 
##     map
library(openintro)
## Please visit openintro.org for free statistics materials
## 
## Attaching package: 'openintro'
## The following object is masked from 'package:ggplot2':
## 
##     diamonds
## The following objects are masked from 'package:datasets':
## 
##     cars, trees
library(stringr)
library(usmap)
library(ggplot2)
library(class)
library(e1071)
library(caret)
## Loading required package: lattice
## 
## Attaching package: 'lattice'
## The following object is masked from 'package:openintro':
## 
##     lsegments
## 
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##     dotPlot
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##     lift
library(mlbench)
library(caret)
library(mlr)
## Loading required package: ParamHelpers
## 
## Attaching package: 'mlr'
## The following object is masked from 'package:caret':
## 
##     train
## The following object is masked from 'package:openintro':
## 
##     bac
## The following object is masked from 'package:e1071':
## 
##     impute
library(gplots)
## 
## Attaching package: 'gplots'
## The following object is masked from 'package:stats':
## 
##     lowess
library(randomForest)
## randomForest 4.6-14
## Type rfNews() to see new features/changes/bug fixes.
## 
## Attaching package: 'randomForest'
## The following object is masked from 'package:dplyr':
## 
##     combine
## The following object is masked from 'package:ggplot2':
## 
##     margin
library(plyr)
## -------------------------------------------------------------------------
## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)
## -------------------------------------------------------------------------
## 
## Attaching package: 'plyr'
## The following object is masked from 'package:maps':
## 
##     ozone
## The following objects are masked from 'package:dplyr':
## 
##     arrange, count, desc, failwith, id, mutate, rename, summarise,
##     summarize
## The following object is masked from 'package:purrr':
## 
##     compact
library(corrplot) 
## corrplot 0.84 loaded
library(purrr)
library(skimr)
## 
## Attaching package: 'skimr'
## The following object is masked from 'package:knitr':
## 
##     kable
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## 
##     kable
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## 
##     filter
str(work)
## 'data.frame':    870 obs. of  36 variables:
##  $ ID                      : int  1 2 3 4 5 6 7 8 9 10 ...
##  $ Age                     : int  32 40 35 32 24 27 41 37 34 34 ...
##  $ Attrition               : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
##  $ BusinessTravel          : Factor w/ 3 levels "Non-Travel","Travel_Frequently",..: 3 3 2 3 2 2 3 3 3 2 ...
##  $ DailyRate               : int  117 1308 200 801 567 294 1283 309 1333 653 ...
##  $ Department              : Factor w/ 3 levels "Human Resources",..: 3 2 2 3 2 2 2 3 3 2 ...
##  $ DistanceFromHome        : int  13 14 18 1 2 10 5 10 10 10 ...
##  $ Education               : int  4 3 2 4 1 2 5 4 4 4 ...
##  $ EducationField          : Factor w/ 6 levels "Human Resources",..: 2 4 2 3 6 2 4 2 2 6 ...
##  $ EmployeeCount           : int  1 1 1 1 1 1 1 1 1 1 ...
##  $ EmployeeNumber          : int  859 1128 1412 2016 1646 733 1448 1105 1055 1597 ...
##  $ EnvironmentSatisfaction : int  2 3 3 3 1 4 2 4 3 4 ...
##  $ Gender                  : Factor w/ 2 levels "Female","Male": 2 2 2 1 1 2 2 1 1 2 ...
##  $ HourlyRate              : int  73 44 60 48 32 32 90 88 87 92 ...
##  $ JobInvolvement          : int  3 2 3 3 3 3 4 2 3 2 ...
##  $ JobLevel                : int  2 5 3 3 1 3 1 2 1 2 ...
##  $ JobRole                 : Factor w/ 9 levels "Healthcare Representative",..: 8 6 5 8 7 5 7 8 9 1 ...
##  $ JobSatisfaction         : int  4 3 4 4 4 1 3 4 3 3 ...
##  $ MaritalStatus           : Factor w/ 3 levels "Divorced","Married",..: 1 3 3 2 3 1 2 1 2 2 ...
##  $ MonthlyIncome           : int  4403 19626 9362 10422 3760 8793 2127 6694 2220 5063 ...
##  $ MonthlyRate             : int  9250 17544 19944 24032 17218 4809 5561 24223 18410 15332 ...
##  $ NumCompaniesWorked      : int  2 1 2 1 1 1 2 2 1 1 ...
##  $ Over18                  : Factor w/ 1 level "Y": 1 1 1 1 1 1 1 1 1 1 ...
##  $ OverTime                : Factor w/ 2 levels "No","Yes": 1 1 1 1 2 1 2 2 2 1 ...
##  $ PercentSalaryHike       : int  11 14 11 19 13 21 12 14 19 14 ...
##  $ PerformanceRating       : int  3 3 3 3 3 4 3 3 3 3 ...
##  $ RelationshipSatisfaction: int  3 1 3 3 3 3 1 3 4 2 ...
##  $ StandardHours           : int  80 80 80 80 80 80 80 80 80 80 ...
##  $ StockOptionLevel        : int  1 0 0 2 0 2 0 3 1 1 ...
##  $ TotalWorkingYears       : int  8 21 10 14 6 9 7 8 1 8 ...
##  $ TrainingTimesLastYear   : int  3 2 2 3 2 4 5 5 2 3 ...
##  $ WorkLifeBalance         : int  2 4 3 3 3 2 2 3 3 2 ...
##  $ YearsAtCompany          : int  5 20 2 14 6 9 4 1 1 8 ...
##  $ YearsInCurrentRole      : int  2 7 2 10 3 7 2 0 1 2 ...
##  $ YearsSinceLastPromotion : int  0 4 2 5 1 1 0 0 0 7 ...
##  $ YearsWithCurrManager    : int  3 9 2 7 3 7 3 0 0 7 ...
skim(work)
## Skim summary statistics
##  n obs: 870 
##  n variables: 36 
## 
## -- Variable type:factor ---------------------------------------------------------------------------------------------------------------------------------
##        variable missing complete   n n_unique
##       Attrition       0      870 870        2
##  BusinessTravel       0      870 870        3
##      Department       0      870 870        3
##  EducationField       0      870 870        6
##          Gender       0      870 870        2
##         JobRole       0      870 870        9
##   MaritalStatus       0      870 870        3
##          Over18       0      870 870        1
##        OverTime       0      870 870        2
##                             top_counts ordered
##               No: 730, Yes: 140, NA: 0   FALSE
##     Tra: 618, Tra: 158, Non: 94, NA: 0   FALSE
##     Res: 562, Sal: 273, Hum: 35, NA: 0   FALSE
##  Lif: 358, Med: 270, Mar: 100, Tec: 75   FALSE
##              Mal: 516, Fem: 354, NA: 0   FALSE
##  Sal: 200, Res: 172, Lab: 153, Man: 87   FALSE
##    Mar: 410, Sin: 269, Div: 191, NA: 0   FALSE
##                          Y: 870, NA: 0   FALSE
##               No: 618, Yes: 252, NA: 0   FALSE
## 
## -- Variable type:integer --------------------------------------------------------------------------------------------------------------------------------
##                  variable missing complete   n     mean      sd   p0
##                       Age       0      870 870    36.83    8.93   18
##                 DailyRate       0      870 870   815.23  401.12  103
##          DistanceFromHome       0      870 870     9.34    8.14    1
##                 Education       0      870 870     2.9     1.02    1
##             EmployeeCount       0      870 870     1       0       1
##            EmployeeNumber       0      870 870  1029.83  604.79    1
##   EnvironmentSatisfaction       0      870 870     2.7     1.1     1
##                HourlyRate       0      870 870    65.61   20.13   30
##                        ID       0      870 870   435.5   251.29    1
##            JobInvolvement       0      870 870     2.72    0.7     1
##                  JobLevel       0      870 870     2.04    1.09    1
##           JobSatisfaction       0      870 870     2.71    1.11    1
##             MonthlyIncome       0      870 870  6390.26 4597.7  1081
##               MonthlyRate       0      870 870 14325.62 7108.38 2094
##        NumCompaniesWorked       0      870 870     2.73    2.52    0
##         PercentSalaryHike       0      870 870    15.2     3.68   11
##         PerformanceRating       0      870 870     3.15    0.36    3
##  RelationshipSatisfaction       0      870 870     2.71    1.1     1
##             StandardHours       0      870 870    80       0      80
##          StockOptionLevel       0      870 870     0.78    0.86    0
##         TotalWorkingYears       0      870 870    11.05    7.51    0
##     TrainingTimesLastYear       0      870 870     2.83    1.27    0
##           WorkLifeBalance       0      870 870     2.78    0.71    1
##            YearsAtCompany       0      870 870     6.96    6.02    0
##        YearsInCurrentRole       0      870 870     4.2     3.64    0
##   YearsSinceLastPromotion       0      870 870     2.17    3.19    0
##      YearsWithCurrManager       0      870 870     4.14    3.57    0
##      p25     p50      p75  p100     hist
##    30       35      43       60 <U+2581><U+2583><U+2586><U+2587><U+2585><U+2583><U+2582><U+2582>
##   472.5    817.5  1165.75  1499 <U+2586><U+2586><U+2587><U+2587><U+2587><U+2586><U+2587><U+2587>
##     2        7      14       29 <U+2587><U+2585><U+2583><U+2581><U+2581><U+2581><U+2581><U+2581>
##     2        3       4        5 <U+2582><U+2585><U+2581><U+2587><U+2581><U+2586><U+2581><U+2581>
##     1        1       1        1 <U+2581><U+2581><U+2581><U+2587><U+2581><U+2581><U+2581><U+2581>
##   477.25  1039    1561.5   2064 <U+2587><U+2587><U+2586><U+2587><U+2587><U+2587><U+2587><U+2587>
##     2        3       4        4 <U+2585><U+2581><U+2586><U+2581><U+2581><U+2587><U+2581><U+2587>
##    48       66      83      100 <U+2586><U+2587><U+2587><U+2587><U+2586><U+2587><U+2587><U+2587>
##   218.25   435.5   652.75   870 <U+2587><U+2587><U+2587><U+2587><U+2587><U+2587><U+2587><U+2587>
##     2        3       3        4 <U+2581><U+2581><U+2583><U+2581><U+2581><U+2587><U+2581><U+2581>
##     1        2       3        5 <U+2587><U+2587><U+2581><U+2583><U+2581><U+2582><U+2581><U+2581>
##     2        3       4        4 <U+2585><U+2581><U+2585><U+2581><U+2581><U+2587><U+2581><U+2587>
##  2839.5   4945.5  8182    19999 <U+2587><U+2587><U+2583><U+2582><U+2581><U+2581><U+2581><U+2581>
##  8092    14074.5 20456.25 26997 <U+2586><U+2587><U+2587><U+2587><U+2587><U+2586><U+2587><U+2586>
##     1        2       4        9 <U+2587><U+2582><U+2582><U+2582><U+2581><U+2581><U+2581><U+2581>
##    12       14      18       25 <U+2587><U+2587><U+2583><U+2583><U+2581><U+2582><U+2582><U+2581>
##     3        3       3        4 <U+2587><U+2581><U+2581><U+2581><U+2581><U+2581><U+2581><U+2582>
##     2        3       4        4 <U+2585><U+2581><U+2585><U+2581><U+2581><U+2587><U+2581><U+2587>
##    80       80      80       80 <U+2581><U+2581><U+2581><U+2587><U+2581><U+2581><U+2581><U+2581>
##     0        1       1        3 <U+2587><U+2581><U+2587><U+2581><U+2581><U+2582><U+2581><U+2581>
##     6       10      15       40 <U+2585><U+2587><U+2582><U+2582><U+2581><U+2581><U+2581><U+2581>
##     2        3       3        6 <U+2581><U+2581><U+2587><U+2587><U+2581><U+2582><U+2582><U+2581>
##     2        3       3        4 <U+2581><U+2581><U+2583><U+2581><U+2581><U+2587><U+2581><U+2582>
##     3        5      10       40 <U+2587><U+2585><U+2581><U+2581><U+2581><U+2581><U+2581><U+2581>
##     2        3       7       18 <U+2587><U+2582><U+2581><U+2585><U+2581><U+2581><U+2581><U+2581>
##     0        1       3       15 <U+2587><U+2582><U+2581><U+2581><U+2581><U+2581><U+2581><U+2581>
##     2        3       7       17 <U+2587><U+2582><U+2581><U+2583><U+2581><U+2581><U+2581><U+2581>
count(work$Attrition)
##     x freq
## 1  No  730
## 2 Yes  140
#Check for missing values
colSums(is.na(work))
##                       ID                      Age                Attrition 
##                        0                        0                        0 
##           BusinessTravel                DailyRate               Department 
##                        0                        0                        0 
##         DistanceFromHome                Education           EducationField 
##                        0                        0                        0 
##            EmployeeCount           EmployeeNumber  EnvironmentSatisfaction 
##                        0                        0                        0 
##                   Gender               HourlyRate           JobInvolvement 
##                        0                        0                        0 
##                 JobLevel                  JobRole          JobSatisfaction 
##                        0                        0                        0 
##            MaritalStatus            MonthlyIncome              MonthlyRate 
##                        0                        0                        0 
##       NumCompaniesWorked                   Over18                 OverTime 
##                        0                        0                        0 
##        PercentSalaryHike        PerformanceRating RelationshipSatisfaction 
##                        0                        0                        0 
##            StandardHours         StockOptionLevel        TotalWorkingYears 
##                        0                        0                        0 
##    TrainingTimesLastYear          WorkLifeBalance           YearsAtCompany 
##                        0                        0                        0 
##       YearsInCurrentRole  YearsSinceLastPromotion     YearsWithCurrManager 
##                        0                        0                        0

#Here is a quick way we can visualize the data that was provided. This will give us the starting point to begin our analysis. #What we are looking for are variables where attirition stands out from the non-attrition values.

#Automated EDA
# step 1, save target variable name

target <- "Attrition"
# step 2, save explanator variable names
numvars <- work %>% keep(is.numeric) %>% colnames


numplot <- function(df, explan, resp) {
  ggplot(data = df) + geom_density(aes_string(x = explan, fill = resp), alpha = 0.5)
}

numplot(work, explan = "MonthlyIncome", resp = "Attrition")

numplot(work, explan = "MonthlyIncome", resp = "Attrition")

plotlist <- lapply(numvars, function(x) numplot(work, x, "Attrition"))


png()
lapply(numvars, function(x) numplot(work, x, "Attrition"))
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dev.off()
## png 
##   2
library(cowplot)
## 
## ********************************************************
## Note: As of version 1.0.0, cowplot does not change the
##   default ggplot2 theme anymore. To recover the previous
##   behavior, execute:
##   theme_set(theme_cowplot())
## ********************************************************
## 
## Attaching package: 'cowplot'
## The following object is masked from 'package:ggthemes':
## 
##     theme_map
plot_grid(plotlist = plotlist)

# categorical vs categorical
ggplot(data = work) + geom_bar(aes(x = MonthlyIncome, fill = Attrition), position = "fill", alpha = 0.9) + coord_flip()

ones <- rep(1, nrow(work))
zeroes <- rep(0, nrow(work))
onezeroes <- c(ones, zeroes)

work$rcat <- sample(onezeroes, nrow(work))


ggplot(data = work) + geom_bar(aes(x = MonthlyIncome, fill = Attrition), position = "fill", alpha = 0.9) + coord_flip()

# step 1: Name target variable:

target <- "Attrition"

# step 2: name explanatory vars

expls <- work %>% keep(is.factor) %>% colnames


catplot <- function(df, x,y){
  ggplot(data = df, aes_string(x = x, fill = y)) + 
    geom_bar(position = "fill", alpha = 0.9) + 
    coord_flip()
}


plotlist2 <- lapply(expls, function(x) catplot(work, x, target))
plot_grid(plotlist = plotlist2)

#Additional EDA - Scatter Plots #Here we are trying to see if we can gain any further insights into how these variables interact with attrition.

#Plots to see what is correlated with Attrition)
ggplot(work, aes(x=MonthlyRate, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=MonthlyIncome, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=JobSatisfaction, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=PercentSalaryHike, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=EnvironmentSatisfaction, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=JobSatisfaction, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=RelationshipSatisfaction, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=TotalWorkingYears, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=WorkLifeBalance, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=YearsInCurrentRole, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=YearsSinceLastPromotion, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=JobLevel, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=DistanceFromHome, y=Attrition,color=JobRole))+geom_point(position="jitter")

ggplot(work, aes(x=Education, y=Attrition,color=JobRole))+geom_point(position="jitter")

#Checking if Travel Rate has an impact
ggplot(work, aes(x=MonthlyRate, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=MonthlyIncome, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=JobSatisfaction, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=PercentSalaryHike, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=EnvironmentSatisfaction, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=JobSatisfaction, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=RelationshipSatisfaction, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=TotalWorkingYears, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=WorkLifeBalance, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=YearsInCurrentRole, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=YearsSinceLastPromotion, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=JobLevel, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=DistanceFromHome, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

ggplot(work, aes(x=Education, y=Attrition,color=BusinessTravel))+geom_point(position="jitter")

#Boxplots of data
ggplot(work, aes(x=Attrition, y=MonthlyRate))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=MonthlyIncome))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=JobSatisfaction))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=PercentSalaryHike))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=EnvironmentSatisfaction))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=JobSatisfaction))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=RelationshipSatisfaction))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=TotalWorkingYears))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=WorkLifeBalance))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=YearsInCurrentRole))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=YearsSinceLastPromotion))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=JobLevel))+geom_boxplot()

ggplot(work, aes(x=Attrition, y=DistanceFromHome))+geom_boxplot()

#Here, we drop the variables that have only one value. Variables with no standard deviation are of no use to us in this analysis.

#Drop variables with no standard deviation
work <- subset(work, select = -c(EmployeeCount, StandardHours, Over18))
Case2PredictionsSeanMcWhirter_Attrition <- subset(Case2PredictionsSeanMcWhirter_Attrition, select = -c(EmployeeCount, StandardHours, Over18))

#With the correlation plot below, we are inspecting correlation between numeric variables. As we can see, there are quite a few variables that are correlated with one another.
#This could pose a problem, so we will attempt to deal with them later on if they become problematic.

#corrplot

work %>% keep(is.numeric)%>% na.omit %>% cor %>% corrplot("upper", addCoef.col = "white", number.digits = 2,
             number.cex = 0.5, method="square",
             order="hclust", title="Variable Corr Heatmap",
             tl.srt=90, tl.cex = 0.8,)

#Feature Engineering attempt. The goal here was to combine differnet variables to try and pull the attrition density away from the non-attrition.
#Quite a few hours went into this, however no beneficial outcome came of it due to my lack of knowledge in Feature Engineering.

work_test<-work

work_test<-work_test%>%mutate(IncLevYears=((JobLevel+TotalWorkingYears+YearsAtCompany)*Age))
work_test<-work_test%>%mutate(IncLevYears2=(YearsSinceLastPromotion+YearsAtCompany))
work_test<-work_test%>%mutate(IncLevYears3=(JobInvolvement+log(MonthlyIncome)+JobLevel+TotalWorkingYears+YearsAtCompany+YearsInCurrentRole))
work_test<-work_test%>%mutate(IncLevYears4=NumCompaniesWorked+Age+YearsSinceLastPromotion)

#work<-work%>%mutate(CoRolePro=YearsInCurrentRole*YearsAtCompany*YearsSinceLastPromotion)
work_test<-work_test%>%mutate(CoRolePro2=(YearsSinceLastPromotion+YearsWithCurrManager+YearsAtCompany))


#work<-work%>%mutate(test=(((MonthlyIncome*JobInvolvement)/TotalWorkingYears)


numplot <- function(df, explan, resp) {
  ggplot(data = df) + geom_density(aes_string(x = explan, fill = resp), alpha = 0.5)
}

numplot(work_test, explan = "IncLevYears", resp = "Attrition")

numplot(work_test, explan = "IncLevYears2", resp = "Attrition")

numplot(work_test, explan = "IncLevYears3", resp = "Attrition")

numplot(work_test, explan = "IncLevYears4", resp = "Attrition")

numplot(work_test, explan = "CoRolePro2", resp = "Attrition")

#numplot(work, explan = "test", resp = "Attrition")
work_test%>%ggplot(aes(x=IncLevYears3, y=CoRolePro2, color=Attrition))+geom_point(position="jitter")

#Here we are converting the factored variables into integer to be used with Knn

#Converting for the training set
work$JobRole <- as.integer(work$JobRole)
work$OverTime <- as.integer(work$OverTime)
work$BusinessTravel <- as.integer(work$BusinessTravel)
work$Department <- as.integer(work$Department)
work$EducationField <- as.integer(work$EducationField)
work$MaritalStatus <- as.integer(work$MaritalStatus)
work$OverTime <- as.integer(work$OverTime)
work$Gender <- as.integer(work$Gender)

#Converting for the test set
Case2PredictionsSeanMcWhirter_Attrition$JobRole <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$JobRole)
Case2PredictionsSeanMcWhirter_Attrition$OverTime <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$OverTime)
Case2PredictionsSeanMcWhirter_Attrition$BusinessTravel <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$BusinessTravel)
Case2PredictionsSeanMcWhirter_Attrition$Department <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$Department)
Case2PredictionsSeanMcWhirter_Attrition$EducationField <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$EducationField)
Case2PredictionsSeanMcWhirter_Attrition$MaritalStatus <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$MaritalStatus)
Case2PredictionsSeanMcWhirter_Attrition$OverTime <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$OverTime)
Case2PredictionsSeanMcWhirter_Attrition$Gender <- as.integer(Case2PredictionsSeanMcWhirter_Attrition$Gender)

#Standardize data for KNN

##Standardize all int columns
work<-work%>%mutate_if(is.numeric,scale)

#For the blank set, we need to keep the ID value as-is so we can use it with our final prediction output.
Case2PredictionsSeanMcWhirter_Attrition<-Case2PredictionsSeanMcWhirter_Attrition%>%mutate_at(vars(-ID),scale)

#Confirm it worked and get final column numbers
#str(work)
#str(Case2PredictionsSeanMcWhirter_Attrition)
#skim(work_norm2)

#KNN Variable Selection–This will run all of the variables and produce the most important ones.

#install.packages("ISLR")
#library(ISLR)
#library(caret)
set.seed(300)
#Spliting data as training and test set. Using createDataPartition() function from caret
indxTrain <- createDataPartition(y = work$Attrition,p = 0.75,list = FALSE)
training <- work[indxTrain,]
testing <- work[-indxTrain,]

#Checking distibution in origanl data and partitioned data
prop.table(table(training$Attrition)) * 100
## 
##       No      Yes 
## 83.92037 16.07963
prop.table(table(testing$Attrition)) * 100
## 
##       No      Yes 
## 83.87097 16.12903
prop.table(table(work$Attrition)) * 100
## 
##       No      Yes 
## 83.90805 16.09195
#Training the model
trctrl <- trainControl(method = "repeatedcv", number = 10, repeats = 3)
set.seed(3333)
knn_fit <- caret::train(Attrition ~., data = training, method = "knn",
 trControl=trctrl,
 preProcess = c("center", "scale"),
 tuneLength = 10)

knn_fit
## k-Nearest Neighbors 
## 
## 653 samples
##  33 predictor
##   2 classes: 'No', 'Yes' 
## 
## Pre-processing: centered (33), scaled (33) 
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 587, 588, 587, 588, 587, 587, ... 
## Resampling results across tuning parameters:
## 
##   k   Accuracy   Kappa     
##    5  0.8468850  0.15968703
##    7  0.8464270  0.11363743
##    9  0.8468930  0.09227393
##   11  0.8443364  0.06387508
##   13  0.8453620  0.05865069
##   15  0.8423084  0.03285418
##   17  0.8433263  0.04289187
##   19  0.8438469  0.04777738
##   21  0.8423162  0.03795144
##   23  0.8418111  0.03318954
## 
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 9.
knnPredict<-predict(knn_fit, newdata=testing)
confusionMatrix(knnPredict, testing$Attrition)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  No Yes
##        No  181  34
##        Yes   1   1
##                                          
##                Accuracy : 0.8387         
##                  95% CI : (0.7829, 0.885)
##     No Information Rate : 0.8387         
##     P-Value [Acc > NIR] : 0.545          
##                                          
##                   Kappa : 0.0373         
##                                          
##  Mcnemar's Test P-Value : 6.338e-08      
##                                          
##             Sensitivity : 0.99451        
##             Specificity : 0.02857        
##          Pos Pred Value : 0.84186        
##          Neg Pred Value : 0.50000        
##              Prevalence : 0.83871        
##          Detection Rate : 0.83410        
##    Detection Prevalence : 0.99078        
##       Balanced Accuracy : 0.51154        
##                                          
##        'Positive' Class : No             
## 
#knn_fit 2 --> for ROC maximization
ctrl <- trainControl(method = "repeatedcv", repeats = 5, classProbs=TRUE, summaryFunction = twoClassSummary)
kNNFit4 <- caret::train(Attrition ~ ., 
                data = work,
                method = "knn",
                tuneLength = 15,
                trControl = ctrl,
                preProc = c("center", "scale"))
## Warning in train.default(x, y, weights = w, ...): The metric "Accuracy" was
## not in the result set. ROC will be used instead.
kNNFit4
## k-Nearest Neighbors 
## 
## 870 samples
##  33 predictor
##   2 classes: 'No', 'Yes' 
## 
## Pre-processing: centered (33), scaled (33) 
## Resampling: Cross-Validated (10 fold, repeated 5 times) 
## Summary of sample sizes: 783, 783, 783, 783, 783, 783, ... 
## Resampling results across tuning parameters:
## 
##   k   ROC        Sens       Spec       
##    5  0.6865068  0.9887671  0.162857143
##    7  0.6918102  0.9931507  0.104285714
##    9  0.6977397  0.9945205  0.074285714
##   11  0.7050196  0.9956164  0.062857143
##   13  0.7088552  0.9978082  0.047142857
##   15  0.7142172  0.9986301  0.041428571
##   17  0.7210372  1.0000000  0.034285714
##   19  0.7295303  1.0000000  0.032857143
##   21  0.7300783  1.0000000  0.027142857
##   23  0.7339530  1.0000000  0.027142857
##   25  0.7415851  1.0000000  0.028571429
##   27  0.7504403  1.0000000  0.025714286
##   29  0.7513307  1.0000000  0.022857143
##   31  0.7520352  1.0000000  0.015714286
##   33  0.7550294  1.0000000  0.008571429
## 
## ROC was used to select the optimal model using the largest value.
## The final value used for the model was k = 33.
#####Ranking of variable importance

library(mlbench)
control <- caret::trainControl(method="repeatedcv", number=10, repeats=3)

#Train Model
model<- caret::train(Attrition ~ . , data=work, method="lvq", preProcess="scale" , trControl=control)


#Importance estimate
importance<-varImp(model, scale=FALSE)
print(importance)
## ROC curve variable importance
## 
##   only 20 most important variables shown (out of 33)
## 
##                         Importance
## OverTime                    0.6679
## MonthlyIncome               0.6567
## TotalWorkingYears           0.6563
## YearsAtCompany              0.6470
## StockOptionLevel            0.6455
## MaritalStatus               0.6438
## JobLevel                    0.6406
## YearsInCurrentRole          0.6403
## YearsWithCurrManager        0.6291
## Age                         0.6265
## JobInvolvement              0.6159
## JobSatisfaction             0.5833
## JobRole                     0.5829
## Department                  0.5605
## DistanceFromHome            0.5586
## EnvironmentSatisfaction     0.5532
## WorkLifeBalance             0.5491
## TrainingTimesLastYear       0.5428
## Education                   0.5384
## ID                          0.5371
plot(importance)

#Here we will rank the variables by importance. This is just another model we can use to confirm the variable importance using Recursive Feature Elimination

####Ranking of variable importance via Recursive Feature Elimination (RFE)
set.seed(7)
# define the control using a random forest selection function
control <- rfeControl(functions=rfFuncs, method="cv", number=3)
# run the RFE algorithm
results <- rfe(work[,3:32], work[,2], sizes=c(3:32), rfeControl=control)
## Warning in rfout$mse/(var(y) * (n - 1)/n): Recycling array of length 1 in vector-array arithmetic is deprecated.
##   Use c() or as.vector() instead.
# summarize the results
#print(results)
# list the chosen features
predictors(results)
##  [1] "TotalWorkingYears"        "NumCompaniesWorked"      
##  [3] "YearsAtCompany"           "MonthlyIncome"           
##  [5] "JobLevel"                 "Education"               
##  [7] "YearsInCurrentRole"       "YearsSinceLastPromotion" 
##  [9] "Attrition"                "MaritalStatus"           
## [11] "MonthlyRate"              "HourlyRate"              
## [13] "JobRole"                  "WorkLifeBalance"         
## [15] "StockOptionLevel"         "BusinessTravel"          
## [17] "EducationField"           "DailyRate"               
## [19] "Gender"                   "EmployeeNumber"          
## [21] "OverTime"                 "PercentSalaryHike"       
## [23] "JobInvolvement"           "RelationshipSatisfaction"
# plot the results
plot(results, type=c("g", "o"))

#str(work)
KNN
#KNN 
set.seed(100)
splitPerc = .70

##If we needed to ensure we are omitting NAs
#work <- work_norm2 %>% na.omit() 

#test/train split
trainIndices = sample(1:dim(work)[1],round(splitPerc * dim(work)[1]))
train = work[trainIndices,]
test = work[-trainIndices,]

var1=22
var2=19
var3=26
var4=16
var5=15
var6=18
k_num=3

#KNN Test
classifications = knn(train[,c(var1, var2, var3, var4, var5, var6)],test[,c(var1, var2, var3, var4, var5, var6)],train$Attrition, prob = TRUE, k = k_num)
table(classifications,test$Attrition)
##                
## classifications  No Yes
##             No  206  21
##             Yes  14  20
CM1=confusionMatrix(table(classifications, test$Attrition))


#Copy of knn from function
classifications = knn(train[,c(var1, var2, var3, var4, var5, var6)],test[,c(var1, var2, var3, var4, var5, var6)],train$Attrition, prob = TRUE, k = k_num)
table(test$Attrition,classifications)
##      classifications
##        No Yes
##   No  206  14
##   Yes  21  20
CM2 = confusionMatrix(table(test$Attrition,classifications))
  
## Loop for many k and one training / test partition--determining the optimal number of k.
iterations=50
accs = data.frame(accuracy = numeric(iterations), sensitivity=numeric(iterations), specificity=numeric(iterations), k = numeric(iterations))
for(i in 1:iterations)
{
  classifications = knn(train[,c(var1, var2, var3, var4, var5, var6)],test[,c(var1, var2, var3, var4, var5, var6)],train$Attrition, prob = TRUE, k = i)
  table(classifications,test$Attrition)
  CM = confusionMatrix(table(classifications, test$Attrition))
  accs$accuracy[i] = CM$overall[1]
  accs$sensitivity[i]=CM$byClass[1]
  accs$specificity[i]=CM$byClass[2]
  accs$k[i] = i
}
plot(accs$k,accs$accuracy, type = "l", xlab = "k", ylab="Accuracy")

plot(accs$k,accs$sensitivity, type = "l", xlab = "k", ylab="sensitivity")

plot(accs$k,accs$specificity, type = "l", xlab = "k", ylab="specificity")

accs
##     accuracy sensitivity specificity  k
## 1  0.8160920   0.8954545   0.3902439  1
## 2  0.8199234   0.8909091   0.4390244  2
## 3  0.8659004   0.9363636   0.4878049  3
## 4  0.8582375   0.9363636   0.4390244  4
## 5  0.8773946   0.9545455   0.4634146  5
## 6  0.8659004   0.9500000   0.4146341  6
## 7  0.8697318   0.9545455   0.4146341  7
## 8  0.8582375   0.9590909   0.3170732  8
## 9  0.8697318   0.9681818   0.3414634  9
## 10 0.8659004   0.9636364   0.3414634 10
## 11 0.8697318   0.9681818   0.3414634 11
## 12 0.8735632   0.9727273   0.3414634 12
## 13 0.8582375   0.9681818   0.2682927 13
## 14 0.8697318   0.9727273   0.3170732 14
## 15 0.8659004   0.9772727   0.2682927 15
## 16 0.8620690   0.9727273   0.2682927 16
## 17 0.8659004   0.9772727   0.2682927 17
## 18 0.8659004   0.9772727   0.2682927 18
## 19 0.8620690   0.9772727   0.2439024 19
## 20 0.8659004   0.9727273   0.2926829 20
## 21 0.8544061   0.9681818   0.2439024 21
## 22 0.8620690   0.9772727   0.2439024 22
## 23 0.8582375   0.9681818   0.2682927 23
## 24 0.8544061   0.9681818   0.2439024 24
## 25 0.8467433   0.9590909   0.2439024 25
## 26 0.8467433   0.9590909   0.2439024 26
## 27 0.8467433   0.9590909   0.2439024 27
## 28 0.8467433   0.9590909   0.2439024 28
## 29 0.8467433   0.9590909   0.2439024 29
## 30 0.8544061   0.9681818   0.2439024 30
## 31 0.8544061   0.9727273   0.2195122 31
## 32 0.8505747   0.9636364   0.2439024 32
## 33 0.8544061   0.9636364   0.2682927 33
## 34 0.8505747   0.9681818   0.2195122 34
## 35 0.8429119   0.9590909   0.2195122 35
## 36 0.8467433   0.9590909   0.2439024 36
## 37 0.8505747   0.9681818   0.2195122 37
## 38 0.8505747   0.9681818   0.2195122 38
## 39 0.8429119   0.9590909   0.2195122 39
## 40 0.8429119   0.9590909   0.2195122 40
## 41 0.8429119   0.9590909   0.2195122 41
## 42 0.8390805   0.9545455   0.2195122 42
## 43 0.8429119   0.9590909   0.2195122 43
## 44 0.8429119   0.9590909   0.2195122 44
## 45 0.8429119   0.9590909   0.2195122 45
## 46 0.8390805   0.9545455   0.2195122 46
## 47 0.8429119   0.9590909   0.2195122 47
## 48 0.8429119   0.9590909   0.2195122 48
## 49 0.8429119   0.9590909   0.2195122 49
## 50 0.8429119   0.9590909   0.2195122 50
CM1
## Confusion Matrix and Statistics
## 
##                
## classifications  No Yes
##             No  206  21
##             Yes  14  20
##                                           
##                Accuracy : 0.8659          
##                  95% CI : (0.8185, 0.9048)
##     No Information Rate : 0.8429          
##     P-Value [Acc > NIR] : 0.1753          
##                                           
##                   Kappa : 0.4558          
##                                           
##  Mcnemar's Test P-Value : 0.3105          
##                                           
##             Sensitivity : 0.9364          
##             Specificity : 0.4878          
##          Pos Pred Value : 0.9075          
##          Neg Pred Value : 0.5882          
##              Prevalence : 0.8429          
##          Detection Rate : 0.7893          
##    Detection Prevalence : 0.8697          
##       Balanced Accuracy : 0.7121          
##                                           
##        'Positive' Class : No              
## 
CM2
## Confusion Matrix and Statistics
## 
##      classifications
##        No Yes
##   No  206  14
##   Yes  21  20
##                                           
##                Accuracy : 0.8659          
##                  95% CI : (0.8185, 0.9048)
##     No Information Rate : 0.8697          
##     P-Value [Acc > NIR] : 0.6166          
##                                           
##                   Kappa : 0.4558          
##                                           
##  Mcnemar's Test P-Value : 0.3105          
##                                           
##             Sensitivity : 0.9075          
##             Specificity : 0.5882          
##          Pos Pred Value : 0.9364          
##          Neg Pred Value : 0.4878          
##              Prevalence : 0.8697          
##          Detection Rate : 0.7893          
##    Detection Prevalence : 0.8429          
##       Balanced Accuracy : 0.7479          
##                                           
##        'Positive' Class : No              
## 
#The ouput from the graph below shows that the optimal K=3

KNN for k-iterations and k-test/training sets

##Loop for many k values and many test/training sets.  This will tell us how our classifier acts over may differnet random samples of training/test sets as well as k-values.
iterations=50
numks=30

masterAcc = matrix(nrow=iterations, ncol=numks)
massterSens=matrix(nrow=iterations, ncol=numks)
masterSpec=matrix(nrow=iterations, ncol=numks)

for(j in 1:iterations)
{
accs=data.frame(accuracy=numeric(30), k=numeric(30))
trainIndicies=sample(1:dim(work)[1],round(splitPerc*dim(work)[1]))
train=work[trainIndicies,]
test=work[-trainIndicies,]
for(i in 1:numks)
{
classifications=knn(train[,c(var1, var2, var3, var4, var5, var6)], test[,c(var1, var2, var3, var4, var5, var6)], train$Attrition, prob=TRUE, k=i)
table(classifications, test$Attrition)
CM=confusionMatrix(table(classifications, test$Attrition))
masterAcc[j,i]=CM$overall[1]
massterSens[j,i]=CM$byClass[1]
masterSpec[j,i]=CM$byClass[2]
}
  
}

MeanAcc = colMeans(masterAcc)
MeanSens = colMeans(massterSens)
MeanSpec = colMeans(masterSpec)

plot(seq(1,numks,1),MeanAcc, type = "l")

plot(seq(1,numks,1),MeanSens, type = "l")

plot(seq(1,numks,1),MeanSpec, type = "l")

#The outcome confirms that lower k-value yields higher specificity 

#Use the classifier to make the predictions for the blank data set

#Make Attrition numeric for "predict" to work
#set.seed(400)
#Dropping All columns but necessary ones
#work_pred <- subset(work, select = c(ID, OverTime, MonthlyIncome, StockOptionLevel, JobRole, JobLevel, MaritalStatus))


#Output of kNN fit
#knnFit

#Case2PredictionsSeanMcWhirter_Attrition <- predict(knnFit,newdata = Case2PredictionsSeanMcWhirter_Attrition )
#Make Predictions
#Predictions=predict(classifications, newdata=Case2PredictionsSeanMcWhirter_Attrition)
#Case2PredictionsSeanMcWhirter_Attrition<-data.frame(ID=Case2PredictionsSeanMcWhirter_Attrition$ID, Predicted_Income=Predictions)
#Write predicitons to CSV for submission
#write.csv(Case2PredictionsSeanMcWhirter_Attrition, file="Case2PredictionsSeanMcWhirter_Attrition.csv", row.names = FALSE)

#Use the classifier to make the predictions for the blank data set

#train_pred <- subset(work, select = c(OverTime, MonthlyIncome, StockOptionLevel, JobRole, JobLevel, MaritalStatus, Attrition))
#predictions <- subset(Case2PredictionsSeanMcWhirter_Attrition, select = c(OverTime, MonthlyIncome, StockOptionLevel, JobRole, JobLevel, MaritalStatus))

#classification = knn(train_pred[,1:6], predictions[,1:6], train_pred$Attrition, k=3, prob=TRUE)
#Case2PredictionsSeanMcWhirter_Attrition$Attrition <- data.frame(classification)
#Case2PredictionsSeanMcWhirter_Attrition$Attrition
#Case2PredictionsSeanMcWhirter_Attrition<-data.frame(ID=Case2PredictionsSeanMcWhirter_Attrition$ID, Case2PredictionsSeanMcWhirter_Attrition$Attrition)
#write.csv(Case2PredictionsSeanMcWhirter_Attrition, file="Case2PredictionsSeanMcWhirter_Attrition.csv", row.names = FALSE)

Linear Regression for Monthly Income

#Reset Data
work=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2-data.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)

#Drop variables with no standard deviation as well as any income data
work <- subset(work, select = -c(EmployeeCount, StandardHours, Over18, ID, MonthlyRate, DailyRate))


library(olsrr)
## 
## Attaching package: 'olsrr'
## The following object is masked from 'package:datasets':
## 
##     rivers
#Model for Monthly Income
model<-lm(MonthlyIncome ~ . , data=work)
# use stepwise variable selection (ols_step_forward_p(model))
ols_step_both_p(model)
## Stepwise Selection Method   
## ---------------------------
## 
## Candidate Terms: 
## 
## 1. Age 
## 2. Attrition 
## 3. BusinessTravel 
## 4. Department 
## 5. DistanceFromHome 
## 6. Education 
## 7. EducationField 
## 8. EmployeeNumber 
## 9. EnvironmentSatisfaction 
## 10. Gender 
## 11. HourlyRate 
## 12. JobInvolvement 
## 13. JobLevel 
## 14. JobRole 
## 15. JobSatisfaction 
## 16. MaritalStatus 
## 17. NumCompaniesWorked 
## 18. OverTime 
## 19. PercentSalaryHike 
## 20. PerformanceRating 
## 21. RelationshipSatisfaction 
## 22. StockOptionLevel 
## 23. TotalWorkingYears 
## 24. TrainingTimesLastYear 
## 25. WorkLifeBalance 
## 26. YearsAtCompany 
## 27. YearsInCurrentRole 
## 28. YearsSinceLastPromotion 
## 29. YearsWithCurrManager 
## 
## We are selecting variables based on p value...
## 
## Variables Entered/Removed: 
## 
## - JobLevel added 
## - JobRole added 
## - TotalWorkingYears added 
## - BusinessTravel added 
## - Gender added 
## 
## No more variables to be added/removed.
## 
## 
## Final Model Output 
## ------------------
## 
##                            Model Summary                            
## -------------------------------------------------------------------
## R                       0.974       RMSE                  1054.722 
## R-Squared               0.948       Coef. Var               16.505 
## Adj. R-Squared          0.947       MSE                1112439.436 
## Pred R-Squared          0.947       MAE                    797.414 
## -------------------------------------------------------------------
##  RMSE: Root Mean Square Error 
##  MSE: Mean Square Error 
##  MAE: Mean Absolute Error 
## 
##                                       ANOVA                                       
## ---------------------------------------------------------------------------------
##                        Sum of                                                    
##                       Squares         DF       Mean Square       F          Sig. 
## ---------------------------------------------------------------------------------
## Regression    17417376230.084         13    1339798171.545    1204.379    0.0000 
## Residual        952248157.111        856       1112439.436                       
## Total         18369624387.195        869                                         
## ---------------------------------------------------------------------------------
## 
##                                                Parameter Estimates                                                 
## ------------------------------------------------------------------------------------------------------------------
##                           model        Beta    Std. Error    Std. Beta      t        Sig        lower       upper 
## ------------------------------------------------------------------------------------------------------------------
##                     (Intercept)    -478.919       226.410                 -2.115    0.035    -923.303     -34.536 
##                        JobLevel    2792.584        81.269        0.662    34.362    0.000    2633.073    2952.094 
##          JobRoleHuman Resources    -374.979       250.206       -0.014    -1.499    0.134    -866.069     116.110 
##    JobRoleLaboratory Technician    -625.023       168.108       -0.052    -3.718    0.000    -954.974    -295.071 
##                  JobRoleManager    3985.659       227.584        0.204    17.513    0.000    3538.971    4432.347 
##   JobRoleManufacturing Director     118.224       166.250        0.008     0.711    0.477    -208.081     444.529 
##        JobRoleResearch Director    3974.664       213.077        0.203    18.654    0.000    3556.450    4392.879 
##       JobRoleResearch Scientist    -345.383       168.272       -0.030    -2.053    0.040    -675.657     -15.109 
##          JobRoleSales Executive     -74.387       143.166       -0.007    -0.520    0.603    -355.385     206.612 
##     JobRoleSales Representative    -405.032       211.162       -0.021    -1.918    0.055    -819.488       9.424 
##               TotalWorkingYears      48.192         7.902        0.079     6.099    0.000      32.682      63.701 
## BusinessTravelTravel_Frequently     214.458       138.887        0.018     1.544    0.123     -58.141     487.057 
##     BusinessTravelTravel_Rarely     391.128       117.343        0.039     3.333    0.001     160.815     621.441 
##                      GenderMale     132.512        73.395        0.014     1.805    0.071     -11.544     276.567 
## ------------------------------------------------------------------------------------------------------------------
## 
##                                      Stepwise Selection Summary                                      
## ----------------------------------------------------------------------------------------------------
##                               Added/                   Adj.                                             
## Step        Variable         Removed     R-Square    R-Square      C(p)         AIC          RMSE       
## ----------------------------------------------------------------------------------------------------
##    1        JobLevel         addition       0.906       0.906    679.7640    15094.3534    1413.2958    
##    2         JobRole         addition       0.945       0.944     37.7030    14641.4330    1084.4355    
##    3    TotalWorkingYears    addition       0.947       0.947      3.0050    14607.2848    1062.7570    
##    4     BusinessTravel      addition       0.948       0.947     -7.7670    14598.3432    1056.1120    
##    5         Gender          addition       0.948       0.947     -9.0000    14597.0365    1054.7224    
## ----------------------------------------------------------------------------------------------------

#Regression Cross Validation - Stepwise

#Using stepwise selection 

#Here we are chanign th factored variables to numeric so cross-validation will work
work$Attrition <- as.integer(work$Attrition)
work$JobRole <- as.integer(work$JobRole)
work$OverTime <- as.integer(work$OverTime)
work$BusinessTravel <- as.integer(work$BusinessTravel)
work$Department <- as.integer(work$Department)
work$EducationField <- as.integer(work$EducationField)
work$MaritalStatus <- as.integer(work$MaritalStatus)
work$OverTime <- as.integer(work$OverTime)
work$Gender <- as.integer(work$Gender)

trainIndicies=sample(1:dim(work)[1],round(.75*dim(work)[1]))
train=work[trainIndicies,]
test=work[-trainIndicies,]

model1_fit=lm(MonthlyIncome~JobLevel+TotalWorkingYears+BusinessTravel, data=train)
summary(model1_fit)
## 
## Call:
## lm(formula = MonthlyIncome ~ JobLevel + TotalWorkingYears + BusinessTravel, 
##     data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -5414.1  -868.4    61.1   719.8  3900.7 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       -2280.45     238.23  -9.572  < 2e-16 ***
## JobLevel           3655.47      79.50  45.983  < 2e-16 ***
## TotalWorkingYears    67.71      11.32   5.982 3.65e-09 ***
## BusinessTravel      183.95      80.57   2.283   0.0227 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1382 on 648 degrees of freedom
## Multiple R-squared:  0.9079, Adjusted R-squared:  0.9074 
## F-statistic:  2128 on 3 and 648 DF,  p-value: < 2.2e-16
model1_preds=predict(model1_fit, newdata=test)
as.data.frame(model1_preds)
##     model1_preds
## 2      17970.589
## 6       9663.219
## 8       6123.991
## 11     17970.589
## 12      1762.089
## 16      5823.800
## 18      5688.386
## 21      6462.524
## 25      5988.578
## 31      6007.749
## 33     14789.064
## 35      6123.991
## 36      2081.451
## 38      6665.644
## 46      2555.398
## 48      9847.168
## 52     18715.362
## 53      2603.933
## 62      9914.875
## 65      1994.574
## 66      2400.814
## 67      6733.350
## 69      2081.451
## 71      2739.347
## 72      5988.578
## 79     10427.163
## 85      6801.057
## 89      9663.219
## 94      6259.404
## 96      6936.470
## 100     2400.814
## 101     2333.107
## 107     5891.506
## 112    14653.651
## 113    10456.528
## 120     6530.231
## 127     2419.984
## 129     6936.470
## 130    14585.945
## 136     5940.042
## 141    15127.597
## 147     2468.520
## 158    14131.169
## 160    10407.992
## 170     2671.640
## 171     6259.404
## 177    18173.709
## 179     9663.219
## 180     6394.817
## 181    10253.408
## 185     2284.571
## 194     6530.231
## 197     2603.933
## 203     6530.231
## 208     6733.350
## 211    14315.118
## 215     2265.400
## 219     2265.400
## 223     5688.386
## 228     2197.694
## 240    10524.234
## 248     2129.987
## 254     2062.281
## 255     9953.217
## 258     6123.991
## 261     1946.038
## 263     2468.520
## 265     2333.107
## 266     2333.107
## 267    13792.636
## 269     6007.749
## 274     6327.111
## 276    18444.535
## 279     5988.578
## 283     6394.817
## 285     2400.814
## 288     2129.987
## 289     9730.926
## 290     2129.987
## 296     2265.400
## 301     6075.455
## 302     9663.219
## 304     6259.404
## 309     6549.401
## 312    14382.825
## 317     2149.158
## 319     6123.991
## 321     1897.502
## 323     2419.984
## 325    14315.118
## 326     1994.574
## 328     6191.698
## 329     6752.521
## 335    18212.050
## 341     2333.107
## 344     1810.625
## 346    14315.118
## 354     5756.093
## 355    10795.061
## 358     2333.107
## 362     1810.625
## 366    15146.768
## 368     6191.698
## 373    10678.818
## 378     6530.231
## 381    17970.589
## 393     1829.796
## 399     6094.626
## 401     6327.111
## 405     2333.107
## 407     6462.524
## 409    14992.184
## 411     2333.107
## 420     9914.875
## 423     6394.817
## 426    10456.528
## 431     5920.871
## 443     2265.400
## 450     5891.506
## 451     6259.404
## 459     2265.400
## 461     2284.571
## 462     2942.466
## 476     6346.282
## 481     5988.578
## 488     2265.400
## 496    14856.771
## 498     2013.745
## 499     6733.350
## 500     5891.506
## 519     6259.404
## 526    11085.058
## 534     5823.800
## 539     2333.107
## 540     6191.698
## 542     2874.760
## 552     2333.107
## 558     2333.107
## 570    14382.825
## 573     5872.335
## 574     6259.404
## 575     5988.578
## 576     6056.284
## 589     2468.520
## 592     6665.644
## 593     2081.451
## 594     2603.933
## 598     6936.470
## 599     5988.578
## 601     1626.676
## 602     5823.800
## 617     2468.520
## 618     6191.698
## 620     1626.676
## 622     6752.521
## 625     2284.571
## 629    10611.112
## 630     9847.168
## 632    10185.701
## 633     6868.764
## 636     1878.332
## 640     2265.400
## 642     6597.937
## 658    14469.702
## 664     2129.987
## 672     5988.578
## 673     5736.922
## 676    18309.122
## 693     6530.231
## 697    14266.583
## 700    18241.415
## 701     1994.574
## 705     2400.814
## 709     2265.400
## 711     9847.168
## 715     9546.977
## 716     1994.574
## 718     6259.404
## 721     9914.875
## 727     2419.984
## 728     2081.451
## 733     1810.625
## 743     6259.404
## 747     2197.694
## 748     6346.282
## 749     2333.107
## 769     6394.817
## 771     6007.749
## 779     2032.916
## 780     2197.694
## 785     5485.267
## 786    13502.639
## 790     2062.281
## 794    10388.821
## 795     5688.386
## 797    14315.118
## 803    14315.118
## 804     9847.168
## 806    10253.408
## 810     2333.107
## 811     6026.919
## 814    18376.829
## 824     1878.332
## 827     9914.875
## 831     5823.800
## 833     2333.107
## 838     6259.404
## 840    18512.242
## 841     1926.867
## 844     9914.875
## 847     1994.574
## 850     2284.571
## 852     2603.933
## 853     6259.404
## 856     1994.574
## 858     9730.926
## 859     2400.814
## 866     9982.582
#Find MSPE
MSPE=data.frame(Observed=test$MonthlyIncome, Predicted=model1_preds)
MSPE$Residual=MSPE$Observed-MSPE$Predicted
MSPE$SquaredResidual=MSPE$Residual^2
#MSPE

mean(MSPE$SquaredResidual)
## [1] 1930736
#The cross-validation yeielded a very acceptable Root MSPE of 1,311--This fits our requirements

#Use the model to predict for the data set with no income figures

#Predict for No Salary CSV

#Reset Datasets so they are same length
#work=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2-data.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)

#Upload No Salary CSV
#Case2PredictionsSeanMcWhirter=read.csv("C:/Users/seans/Desktop/DDS/Unit 14 and 15 Case Study 2/CaseStudy2CompSetNoSalary.csv", header=TRUE, sep=",", stringsAsFactors = TRUE)
#Case2PredictionsSeanMcWhirter$Attrition <- as.integer(Case2PredictionsSeanMcWhirter$Attrition)
#Case2PredictionsSeanMcWhirter$JobRole <- as.integer(Case2PredictionsSeanMcWhirter$JobRole)
#Case2PredictionsSeanMcWhirter$OverTime <- as.integer(Case2PredictionsSeanMcWhirter$OverTime)
#Case2PredictionsSeanMcWhirter$BusinessTravel <- as.integer(Case2PredictionsSeanMcWhirter$BusinessTravel)
#Case2PredictionsSeanMcWhirter$Department <- as.integer(Case2PredictionsSeanMcWhirter$Department)
#Case2PredictionsSeanMcWhirter$EducationField <- as.integer(Case2PredictionsSeanMcWhirter$EducationField)
#Case2PredictionsSeanMcWhirter$MaritalStatus <- as.integer(Case2PredictionsSeanMcWhirter$MaritalStatus)
#Case2PredictionsSeanMcWhirter$OverTime <- as.integer(Case2PredictionsSeanMcWhirter$OverTime)
#Case2PredictionsSeanMcWhirter$Gender <- as.integer(Case2PredictionsSeanMcWhirter$Gender)
#Use model to make predictions
#model1_fit=lm(MonthlyIncome~JobLevel+TotalWorkingYears+BusinessTravel, data=train)
#Predictions=predict(model1_fit, newdata=Case2PredictionsSeanMcWhirter)
#Case2PredictionsSeanMcWhirter<-data.frame(ID=Case2PredictionsSeanMcWhirter$ID, Predicted_Income=Predictions)

#Write predicitons to CSV for submission
#write.csv(Case2PredictionsSeanMcWhirter, file="Case2Predictions_SeanMcWhirter.csv", row.names = FALSE)